From 543807b19684a94b07800b80e615479a0e2016dc Mon Sep 17 00:00:00 2001
From: DesireeWyrzylala <74858504+DesireeWyrzylala@users.noreply.github.com>
Date: Mon, 10 Feb 2025 20:04:51 +0100
Subject: [PATCH] results usad

---
 .../anomalien/kMeans_groups_anomaly.png       |  Bin 0 -> 56004 bytes
 bilder/evaluation/groups/kMeans_groups.png    |  Bin 0 -> 71522 bytes
 docs/evaluation/USAD.csv                      |  398 +++
 docs/evaluation/Vergleich der Ergebnisse.md   |  323 +--
 src/models/desi/desi_evaluate_groups.ipynb    | 2359 ++++++++---------
 5 files changed, 1646 insertions(+), 1434 deletions(-)
 create mode 100644 bilder/evaluation/anomalien/kMeans_groups_anomaly.png
 create mode 100644 bilder/evaluation/groups/kMeans_groups.png
 create mode 100644 docs/evaluation/USAD.csv

diff --git a/bilder/evaluation/anomalien/kMeans_groups_anomaly.png b/bilder/evaluation/anomalien/kMeans_groups_anomaly.png
new file mode 100644
index 0000000000000000000000000000000000000000..e19008f59e605c5f938ca5bb811f1306bcc09a5f
GIT binary patch
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diff --git a/docs/evaluation/USAD.csv b/docs/evaluation/USAD.csv
new file mode 100644
index 0000000..aa31e24
--- /dev/null
+++ b/docs/evaluation/USAD.csv
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+"{'win_size': 100, 'lr': 0.001}",862_OPPORTUNITY_id_21_HumanActivity_tr_500_1st_566.csv,3.48958420753479,OPPORTUNITY,False,True,0.9915895480976051,0.9994428703387745,0.9940731638610902,0.9996962190614096,0.9538255446598071,1.0,0.9999999999999996,0.9576457381907469,0.9992206837557712,0.8852119958634953,0.9661399548532731
+"{'win_size': 100, 'lr': 0.001}",863_OPPORTUNITY_id_22_HumanActivity_tr_808_1st_908.csv,2.592373847961426,OPPORTUNITY,False,False,0.9991362693036626,0.9998733257144374,0.9990970116506291,0.9999068561825113,0.980456812757963,1.0,0.9999999999999996,0.983906175843703,0.9998976507090885,0.0,0.0
+"{'win_size': 5, 'lr': 1e-05}",864_OPPORTUNITY_id_23_HumanActivity_tr_895_1st_995.csv,3.921262502670288,OPPORTUNITY,False,False,0.015186862379726565,0.013743453200733618,0.01685031610966621,0.015988304816475445,0.05767275611901671,0.06643409676930077,0.057549219727398376,0.3548396143291316,0.7743319936928464,0.0,0.0
+"{'win_size': 5, 'lr': 0.001}",865_OPPORTUNITY_id_24_HumanActivity_tr_2085_1st_2185.csv,5.388185977935791,OPPORTUNITY,False,True,0.018866139845967255,0.038929819151428194,0.020177063252420895,0.049007755287636956,0.07110501659408977,0.4251968503937008,0.0710964321411498,0.3139013145101589,0.667408776659567,0.0,0.0
+"{'win_size': 50, 'lr': 0.001}",866_OPPORTUNITY_id_25_HumanActivity_tr_6213_1st_7311.csv,8.656237840652466,OPPORTUNITY,False,False,0.995486361695475,0.9997742289063516,0.9956666578080889,0.999892027912486,0.98604151262675,1.0,0.9999999999999996,0.9882920418901973,0.9999842759338039,0.9850917431192661,0.90041928721174
+"{'win_size': 100, 'lr': 0.001}",868_OPPORTUNITY_id_27_HumanActivity_tr_2085_1st_2185.csv,5.067034959793091,OPPORTUNITY,False,True,0.8599599755022995,0.9938794095793743,0.8699989911740308,0.9950216423825784,0.8548337262973942,0.9945288753799392,0.9729729729729725,0.7961160801021253,0.9938014490476579,0.5794621026894865,0.7834710743801653
+"{'win_size': 100, 'lr': 1e-05}",869_OPPORTUNITY_id_28_HumanActivity_tr_500_1st_566.csv,4.909582614898682,OPPORTUNITY,False,True,0.9766958475774882,0.9978590785869692,0.9803703088298417,0.9985602803321754,0.94026899046513,1.0,0.9999999999999996,0.9525025005287857,0.9996635913204185,0.8345398138572906,1.0
+"{'win_size': 100, 'lr': 0.001}",870_OPPORTUNITY_id_29_HumanActivity_tr_1477_1st_1577.csv,3.876856803894043,OPPORTUNITY,False,True,0.9771874293282733,0.9994600418032151,0.9851069547944079,0.9997910720092295,0.9141297531198987,0.9887640449438202,0.9859154929577458,0.8293762314872203,0.9990054311222194,0.9772727272727273,0.8096234309623431
diff --git a/docs/evaluation/Vergleich der Ergebnisse.md b/docs/evaluation/Vergleich der Ergebnisse.md
index 7558231..7b76c82 100644
--- a/docs/evaluation/Vergleich der Ergebnisse.md	
+++ b/docs/evaluation/Vergleich der Ergebnisse.md	
@@ -2,9 +2,9 @@
 # Laufzeiten
 | Laufzeiten                     | POLY | iForest | PCA  | USAD | CNN  | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN  |
 | ------------------------------ | ---- | ------- | ---- | ---- | ---- | ---- | ---- | ------ | ------ | ----- | --- | ------- | ---- |
-| **Bei Autoren (s)**            | 0.09 | 0.14    | 2    | 2    | 3    | 4    | 8    | 8.5    | 11     | 13    | 16  |         | 19   |
-| **Insgesamt (h)**              | 3.42 |         | 4.26 |      | 2.93 | 3.42 | 3.66 |        |        |       |     |         | 6.68 |
-| **Durchschnitt pro Datei (s)** | 31.0 |         | 38.7 |      | 26.6 | 31   | 33.2 |        |        |       |     |         | 60.5 |
+| **Bei Autoren (s)**            | 0.09 | 0.14    | 2    | 2    | 3    | 4    | 8    | 8.5    | 20     | 30    | 70  | 80      | 90   |
+| **Insgesamt (h)**              | 3.42 |         | 4.26 |      | 2.93 | 3.42 | 3.66 |        | 5.62   |       |     |         | 6.68 |
+| **Durchschnitt pro Datei (s)** | 31.0 |         | 38.7 |      | 26.6 | 31   | 33.2 |        | 50.9   |       |     |         | 60.5 |
 
 # Datensätze
 + Gesamtanzahl Zeitserien: 397
@@ -13,138 +13,138 @@
 + Anzahl an Zeitserien mit nur Sequenzanomalien: 158
 
 ## Gesamtbewertung nach AUC-PR
-| Datensatz     | POLY      | iForest | PCA       | USAD | CNN       | OmAn      | LSTM      | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN       | Datensatz     |
-| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | ------ | ----- | --- | ------- | --------- | ------------- |
-| UCR           | 0.156850  |         | 0.138533  |      | 0.069477  | 0.085236  | 0.028041  |        |        |       |     |         | 0.283830  | UCR           |
-| SMD           | 0.639394  |         | 0.495851  |      | 0.565370  | 0.531140  | 0.539890  |        |        |       |     |         | 0.162970  | SMD           |
-| YAHOO         | 0.075395  |         | 0.117107  |      | 0.561562  | 0.148188  | 0.443957  |        |        |       |     |         | 0.144445  | YAHOO         |
-| Exathlon      | 0.844513  |         | 0.958102  |      | 0.654310  | 0.874519  | 0.733875  |        |        |       |     |         | 0.563481  | Exathlon      |
-| NAB           | 0.526439  |         | 0.486528  |      | 0.223347  | 0.332227  | 0.153306  |        |        |       |     |         | 0.311100  | NAB           |
-| OPPORTUNITY   | 0.420658  |         | 0.923192  |      | 0.619160  | 0.649867  | 0.545535  |        |        |       |     |         | 0.298396  | OPPORTUNITY   |
-| WSD           | 0.427387  |         | 0.216542  |      | 0.303128  | 0.251057  | 0.209492  |        |        |       |     |         | 0.044597  | WSD           |
-| SVDB          | 0.506002  |         | 0.558896  |      | 0.197103  | 0.476835  | 0.129879  |        |        |       |     |         | 0.538270  | SVDB          |
-| SMAP          | 0.604826  |         | 0.484416  |      | 0.329931  | 0.385082  | 0.278827  |        |        |       |     |         | 0.453816  | SMAP          |
-| IOPS          | 0.332866  |         | 0.372849  |      | 0.265889  | 0.368163  | 0.320195  |        |        |       |     |         | 0.070598  | IOPS          |
-| TODS          | 0.239024  |         | 0.124321  |      | 0.303786  | 0.172369  | 0.205671  |        |        |       |     |         | 0.410649  | TODS          |
-| Stock         | 0.146590  |         | 0.148428  |      | 0.929344  | 0.133646  | 0.519232  |        |        |       |     |         | 0.096103  | Stock         |
-| MGAB          | 0.008996  |         | 0.027123  |      | 0.003855  | 0.015268  | 0.045860  |        |        |       |     |         | 0.325650  | MGAB          |
-| MSL           | 0.629533  |         | 0.493320  |      | 0.307033  | 0.394283  | 0.237442  |        |        |       |     |         | 0.313525  | MSL           |
-| NEK           | 0.709458  |         | 0.891733  |      | 0.685573  | 0.836145  | 0.667421  |        |        |       |     |         | 0.119174  | NEK           |
-| LTDB          | 0.455324  |         | 0.489411  |      | 0.354462  | 0.479711  | 0.276735  |        |        |       |     |         | 0.589828  | LTDB          |
-| MITDB         | 0.366934  |         | 0.377853  |      | 0.160153  | 0.206999  | 0.113066  |        |        |       |     |         | 0.500834  | MITDB         |
-| TAO           | 0.140526  |         | 0.149144  |      | 0.994857  | 0.344060  | 0.993397  |        |        |       |     |         | 0.108733  | TAO           |
-| SED           | 0.031421  |         | 0.020994  |      | 0.029325  | 0.031663  | 0.030497  |        |        |       |     |         | 0.707453  | SED           |
-| Daphnet       | 0.536827  |         | 0.468647  |      | 0.381499  | 0.192069  | 0.132234  |        |        |       |     |         | 0.033893  | Daphnet       |
-| SWaT          | 0.123133  |         | 0.756700  |      | 0.738718  | 0.757687  | 0.737695  |        |        |       |     |         | 0.110376  | SWaT          |
-| Power         | 0.203760  |         | 0.078866  |      | 0.072400  | 0.064665  | 0.064788  |        |        |       |     |         | 0.160167  | Power         |
-| CATSv2        | 0.476434  |         | 0.474705  |      | 0.411894  | 0.437868  | 0.358071  |        |        |       |     |         | 0.482166  | CATSv2        |
-| **Insgesamt** | **0.394** |         | **0.407** |      | **0.366** | **0.354** | **0.313** |        |        |       |     |         | **0.292** | **Insgesamt** |
+| Datensatz     | POLY      | iForest | PCA       | USAD | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF | Sub-LOF | KNN       | Datensatz     |
+| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | --------- | ----- | --- | ------- | --------- | ------------- |
+| UCR           | 0.156850  |         | 0.138533  |      | 0.069477  | 0.085236  | 0.028041  |        | 0.487206  |       |     |         | 0.283830  | UCR           |
+| SMD           | 0.639394  |         | 0.495851  |      | 0.565370  | 0.531140  | 0.539890  |        | 0.260908  |       |     |         | 0.162970  | SMD           |
+| YAHOO         | 0.075395  |         | 0.117107  |      | 0.561562  | 0.148188  | 0.443957  |        | 0.699444  |       |     |         | 0.144445  | YAHOO         |
+| Exathlon      | 0.844513  |         | 0.958102  |      | 0.654310  | 0.874519  | 0.733875  |        | 0.617690  |       |     |         | 0.563481  | Exathlon      |
+| NAB           | 0.526439  |         | 0.486528  |      | 0.223347  | 0.332227  | 0.153306  |        | 0.401505  |       |     |         | 0.311100  | NAB           |
+| OPPORTUNITY   | 0.420658  |         | 0.923192  |      | 0.619160  | 0.649867  | 0.545535  |        | 0.365381  |       |     |         | 0.298396  | OPPORTUNITY   |
+| WSD           | 0.427387  |         | 0.216542  |      | 0.303128  | 0.251057  | 0.209492  |        | 0.146372  |       |     |         | 0.044597  | WSD           |
+| SVDB          | 0.506002  |         | 0.558896  |      | 0.197103  | 0.476835  | 0.129879  |        | 0.809036  |       |     |         | 0.538270  | SVDB          |
+| SMAP          | 0.604826  |         | 0.484416  |      | 0.329931  | 0.385082  | 0.278827  |        | 0.648913  |       |     |         | 0.453816  | SMAP          |
+| IOPS          | 0.332866  |         | 0.372849  |      | 0.265889  | 0.368163  | 0.320195  |        | 0.068715  |       |     |         | 0.070598  | IOPS          |
+| TODS          | 0.239024  |         | 0.124321  |      | 0.303786  | 0.172369  | 0.205671  |        | 0.448703  |       |     |         | 0.410649  | TODS          |
+| Stock         | 0.146590  |         | 0.148428  |      | 0.929344  | 0.133646  | 0.519232  |        | 0.114476  |       |     |         | 0.096103  | Stock         |
+| MGAB          | 0.008996  |         | 0.027123  |      | 0.003855  | 0.015268  | 0.045860  |        | 0.085299  |       |     |         | 0.325650  | MGAB          |
+| MSL           | 0.629533  |         | 0.493320  |      | 0.307033  | 0.394283  | 0.237442  |        | 0.371438  |       |     |         | 0.313525  | MSL           |
+| NEK           | 0.709458  |         | 0.891733  |      | 0.685573  | 0.836145  | 0.667421  |        | 0.346973  |       |     |         | 0.119174  | NEK           |
+| LTDB          | 0.455324  |         | 0.489411  |      | 0.354462  | 0.479711  | 0.276735  |        | 0.765819  |       |     |         | 0.589828  | LTDB          |
+| MITDB         | 0.366934  |         | 0.377853  |      | 0.160153  | 0.206999  | 0.113066  |        | 0.583808  |       |     |         | 0.500834  | MITDB         |
+| TAO           | 0.140526  |         | 0.149144  |      | 0.994857  | 0.344060  | 0.993397  |        | 0.129147  |       |     |         | 0.108733  | TAO           |
+| SED           | 0.031421  |         | 0.020994  |      | 0.029325  | 0.031663  | 0.030497  |        | 0.710575  |       |     |         | 0.707453  | SED           |
+| Daphnet       | 0.536827  |         | 0.468647  |      | 0.381499  | 0.192069  | 0.132234  |        | 0.036445  |       |     |         | 0.033893  | Daphnet       |
+| SWaT          | 0.123133  |         | 0.756700  |      | 0.738718  | 0.757687  | 0.737695  |        | 0.111152  |       |     |         | 0.110376  | SWaT          |
+| Power         | 0.203760  |         | 0.078866  |      | 0.072400  | 0.064665  | 0.064788  |        | 0.507629  |       |     |         | 0.160167  | Power         |
+| CATSv2        | 0.476434  |         | 0.474705  |      | 0.411894  | 0.437868  | 0.358071  |        | 0.455611  |       |     |         | 0.482166  | CATSv2        |
+| **Insgesamt** | **0.394** |         | **0.407** |      | **0.366** | **0.354** | **0.313** |        | **0.444** |       |     |         | **0.292** | **Insgesamt** |
 
 ## Gesamtbewertung nach VUS-PR
-| Datensatz     | POLY      | iForest | PCA       | USAD | CNN       | OmAn      | LSTM      | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN       | Datensatz     |
-| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | ------ | ----- | --- | ------- | --------- | ------------- |
-| UCR           | 0.198780  |         | 0.152678  |      | 0.065443  | 0.089552  | 0.023293  |        |        |       |     |         | 0.329748  | UCR           |
-| SMD           | 0.663191  |         | 0.467257  |      | 0.545045  | 0.478742  | 0.483944  |        |        |       |     |         | 0.163803  | SMD           |
-| YAHOO         | 0.307653  |         | 0.163729  |      | 0.512096  | 0.219787  | 0.417416  |        |        |       |     |         | 0.502031  | YAHOO         |
-| Exathlon      | 0.847945  |         | 0.959173  |      | 0.657757  | 0.876372  | 0.735253  |        |        |       |     |         | 0.562449  | Exathlon      |
-| NAB           | 0.584112  |         | 0.511398  |      | 0.248091  | 0.342007  | 0.173732  |        |        |       |     |         | 0.341432  | NAB           |
-| OPPORTUNITY   | 0.426326  |         | 0.924516  |      | 0.632799  | 0.649931  | 0.563772  |        |        |       |     |         | 0.295398  | OPPORTUNITY   |
-| WSD           | 0.531110  |         | 0.155366  |      | 0.224922  | 0.157612  | 0.130270  |        |        |       |     |         | 0.083204  | WSD           |
-| SVDB          | 0.445531  |         | 0.523984  |      | 0.199785  | 0.445289  | 0.127489  |        |        |       |     |         | 0.591484  | SVDB          |
-| SMAP          | 0.727079  |         | 0.566842  |      | 0.336818  | 0.417852  | 0.273214  |        |        |       |     |         | 0.558287  | SMAP          |
-| IOPS          | 0.365055  |         | 0.260372  |      | 0.205826  | 0.192837  | 0.213044  |        |        |       |     |         | 0.116527  | IOPS          |
-| TODS          | 0.586493  |         | 0.552877  |      | 0.575941  | 0.538194  | 0.522228  |        |        |       |     |         | 0.780280  | TODS          |
-| Stock         | 0.805375  |         | 0.825382  |      | 0.939925  | 0.771658  | 0.817960  |        |        |       |     |         | 0.691512  | Stock         |
-| MGAB          | 0.008269  |         | 0.005551  |      | 0.006988  | 0.005586  | 0.025419  |        |        |       |     |         | 0.238613  | MGAB          |
-| MSL           | 0.734244  |         | 0.523310  |      | 0.346350  | 0.428048  | 0.305128  |        |        |       |     |         | 0.368746  | MSL           |
-| NEK           | 0.764836  |         | 0.929171  |      | 0.714845  | 0.858349  | 0.689697  |        |        |       |     |         | 0.132908  | NEK           |
-| LTDB          | 0.510507  |         | 0.534873  |      | 0.406171  | 0.524763  | 0.329828  |        |        |       |     |         | 0.692355  | LTDB          |
-| MITDB         | 0.320425  |         | 0.323526  |      | 0.143632  | 0.163465  | 0.112398  |        |        |       |     |         | 0.548995  | MITDB         |
-| TAO           | 0.808453  |         | 0.840276  |      | 0.994270  | 0.930020  | 0.995044  |        |        |       |     |         | 0.684119  | TAO           |
-| SED           | 0.040176  |         | 0.030270  |      | 0.058416  | 0.055985  | 0.056562  |        |        |       |     |         | 0.882987  | SED           |
-| Daphnet       | 0.519516  |         | 0.441568  |      | 0.398456  | 0.123026  | 0.133080  |        |        |       |     |         | 0.035185  | Daphnet       |
-| SWaT          | 0.103364  |         | 0.375512  |      | 0.680748  | 0.366250  | 0.669824  |        |        |       |     |         | 0.110850  | SWaT          |
-| Power         | 0.122294  |         | 0.079616  |      | 0.075487  | 0.067090  | 0.067250  |        |        |       |     |         | 0.166562  | Power         |
-| CATSv2        | 0.232252  |         | 0.232417  |      | 0.288293  | 0.282282  | 0.329056  |        |        |       |     |         | 0.354730  | CATSv2        |
-| **Insgesamt** | **0.478** |         | **0.444** |      | **0.367** | **0.377** | **0.320** |        |        |       |     |         | **0.384** | **Insgesamt** |
+| Datensatz     | POLY      | iForest | PCA       | USAD | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF | Sub-LOF | KNN       | Datensatz     |
+| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | --------- | ----- | --- | ------- | --------- | ------------- |
+| UCR           | 0.198780  |         | 0.152678  |      | 0.065443  | 0.089552  | 0.023293  |        | 0.486822  |       |     |         | 0.329748  | UCR           |
+| SMD           | 0.663191  |         | 0.467257  |      | 0.545045  | 0.478742  | 0.483944  |        | 0.254537  |       |     |         | 0.163803  | SMD           |
+| YAHOO         | 0.307653  |         | 0.163729  |      | 0.512096  | 0.219787  | 0.417416  |        | 0.781824  |       |     |         | 0.502031  | YAHOO         |
+| Exathlon      | 0.847945  |         | 0.959173  |      | 0.657757  | 0.876372  | 0.735253  |        | 0.618051  |       |     |         | 0.562449  | Exathlon      |
+| NAB           | 0.584112  |         | 0.511398  |      | 0.248091  | 0.342007  | 0.173732  |        | 0.427477  |       |     |         | 0.341432  | NAB           |
+| OPPORTUNITY   | 0.426326  |         | 0.924516  |      | 0.632799  | 0.649931  | 0.563772  |        | 0.351828  |       |     |         | 0.295398  | OPPORTUNITY   |
+| WSD           | 0.531110  |         | 0.155366  |      | 0.224922  | 0.157612  | 0.130270  |        | 0.173060  |       |     |         | 0.083204  | WSD           |
+| SVDB          | 0.445531  |         | 0.523984  |      | 0.199785  | 0.445289  | 0.127489  |        | 0.811385  |       |     |         | 0.591484  | SVDB          |
+| SMAP          | 0.727079  |         | 0.566842  |      | 0.336818  | 0.417852  | 0.273214  |        | 0.657738  |       |     |         | 0.558287  | SMAP          |
+| IOPS          | 0.365055  |         | 0.260372  |      | 0.205826  | 0.192837  | 0.213044  |        | 0.107988  |       |     |         | 0.116527  | IOPS          |
+| TODS          | 0.586493  |         | 0.552877  |      | 0.575941  | 0.538194  | 0.522228  |        | 0.739257  |       |     |         | 0.780280  | TODS          |
+| Stock         | 0.805375  |         | 0.825382  |      | 0.939925  | 0.771658  | 0.817960  |        | 0.738198  |       |     |         | 0.691512  | Stock         |
+| MGAB          | 0.008269  |         | 0.005551  |      | 0.006988  | 0.005586  | 0.025419  |        | 0.036645  |       |     |         | 0.238613  | MGAB          |
+| MSL           | 0.734244  |         | 0.523310  |      | 0.346350  | 0.428048  | 0.305128  |        | 0.441543  |       |     |         | 0.368746  | MSL           |
+| NEK           | 0.764836  |         | 0.929171  |      | 0.714845  | 0.858349  | 0.689697  |        | 0.317927  |       |     |         | 0.132908  | NEK           |
+| LTDB          | 0.510507  |         | 0.534873  |      | 0.406171  | 0.524763  | 0.329828  |        | 0.835553  |       |     |         | 0.692355  | LTDB          |
+| MITDB         | 0.320425  |         | 0.323526  |      | 0.143632  | 0.163465  | 0.112398  |        | 0.590892  |       |     |         | 0.548995  | MITDB         |
+| TAO           | 0.808453  |         | 0.840276  |      | 0.994270  | 0.930020  | 0.995044  |        | 0.747945  |       |     |         | 0.684119  | TAO           |
+| SED           | 0.040176  |         | 0.030270  |      | 0.058416  | 0.055985  | 0.056562  |        | 0.895291  |       |     |         | 0.882987  | SED           |
+| Daphnet       | 0.519516  |         | 0.441568  |      | 0.398456  | 0.123026  | 0.133080  |        | 0.039747  |       |     |         | 0.035185  | Daphnet       |
+| SWaT          | 0.103364  |         | 0.375512  |      | 0.680748  | 0.366250  | 0.669824  |        | 0.111519  |       |     |         | 0.110850  | SWaT          |
+| Power         | 0.122294  |         | 0.079616  |      | 0.075487  | 0.067090  | 0.067250  |        | 0.524166  |       |     |         | 0.166562  | Power         |
+| CATSv2        | 0.232252  |         | 0.232417  |      | 0.288293  | 0.282282  | 0.329056  |        | 0.229268  |       |     |         | 0.354730  | CATSv2        |
+| **Insgesamt** | **0.478** |         | **0.444** |      | **0.367** | **0.377** | **0.320** |        | **0.489** |       |     |         | **0.384** | **Insgesamt** |
 
 ## Gesamtbewertung der Punktanomalien nach AUC-PR
-| Datensatz     | POLY      | iForest | PCA       | USAD | CNN       | OmAn      | LSTM      | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN       | Datensatz     |
-| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | ------ | ----- | --- | ------- | --------- | ------------- |
-| UCR           | 0.000257  |         | 0.000196  |      | 0.000498  | 0.000178  | 0.000221  |        |        |       |     |         | 0.003749  | UCR           |
-| YAHOO         | 0.024161  |         | 0.060498  |      | 0.587049  | 0.122574  | 0.455103  |        |        |       |     |         | 0.130716  | YAHOO         |
-| WSD           | 0.167066  |         | 0.206655  |      | 0.342989  | 0.407280  | 0.334638  |        |        |       |     |         | 0.000945  | WSD           |
-| IOPS          | 0.141657  |         | 0.036186  |      | 0.210157  | 0.016952  | 0.197084  |        |        |       |     |         | 0.041389  | IOPS          |
-| TODS          | 0.061866  |         | 0.067229  |      | 0.531847  | 0.064650  | 0.367334  |        |        |       |     |         | 0.075986  | TODS          |
-| Stock         | 0.146590  |         | 0.148428  |      | 0.929344  | 0.133646  | 0.519232  |        |        |       |     |         | 0.096103  | Stock         |
-| TAO           | 0.148356  |         | 0.160428  |      | 0.993457  | 0.336829  | 0.994218  |        |        |       |     |         | 0.098915  | TAO           |
-| **Insgesamt** | **0.060** |         | **0.079** |      | **0.585** | **0.125** | **0.426** |        |        |       |     |         | **0.101** | **Insgesamt** |
+| Datensatz     | POLY      | iForest | PCA       | USAD | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF | Sub-LOF | KNN       | Datensatz     |
+| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | --------- | ----- | --- | ------- | --------- | ------------- |
+| UCR           | 0.000257  |         | 0.000196  |      | 0.000498  | 0.000178  | 0.000221  |        | 0.002843  |       |     |         | 0.003749  | UCR           |
+| YAHOO         | 0.024161  |         | 0.060498  |      | 0.587049  | 0.122574  | 0.455103  |        | 0.742578  |       |     |         | 0.130716  | YAHOO         |
+| WSD           | 0.167066  |         | 0.206655  |      | 0.342989  | 0.407280  | 0.334638  |        | 0.003073  |       |     |         | 0.000945  | WSD           |
+| IOPS          | 0.141657  |         | 0.036186  |      | 0.210157  | 0.016952  | 0.197084  |        | 0.066886  |       |     |         | 0.041389  | IOPS          |
+| TODS          | 0.061866  |         | 0.067229  |      | 0.531847  | 0.064650  | 0.367334  |        | 0.083989  |       |     |         | 0.075986  | TODS          |
+| Stock         | 0.146590  |         | 0.148428  |      | 0.929344  | 0.133646  | 0.519232  |        | 0.114476  |       |     |         | 0.096103  | Stock         |
+| TAO           | 0.148356  |         | 0.160428  |      | 0.993457  | 0.336829  | 0.994218  |        | 0.121904  |       |     |         | 0.098915  | TAO           |
+| **Insgesamt** | **0.060** |         | **0.079** |      | **0.585** | **0.125** | **0.426** |        | **0.451** |       |     |         | **0.101** | **Insgesamt** |
 
 
 ## Gesamtbewertung der Punktanomalien nach VUS-PR
-| Datensatz     | POLY      | iForest | PCA       | USAD | CNN       | OmAn      | LSTM      | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN       | Datensatz     |
-| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | ------ | ----- | --- | ------- | --------- | ------------- |
-| UCR           | 0.003356  |         | 0.000408  |      | 0.128496  | 0.000406  | 0.000237  |        |        |       |     |         | 0.011814  | UCR           |
-| YAHOO         | 0.282071  |         | 0.113436  |      | 0.519819  | 0.190097  | 0.414255  |        |        |       |     |         | 0.521624  | YAHOO         |
-| WSD           | 0.216267  |         | 0.124850  |      | 0.131018  | 0.105822  | 0.100076  |        |        |       |     |         | 0.007947  | WSD           |
-| IOPS          | 0.187766  |         | 0.048169  |      | 0.147113  | 0.035031  | 0.080739  |        |        |       |     |         | 0.327373  | IOPS          |
-| TODS          | 0.803771  |         | 0.820717  |      | 0.895740  | 0.800324  | 0.852834  |        |        |       |     |         | 0.855125  | TODS          |
-| Stock         | 0.805375  |         | 0.825382  |      | 0.939925  | 0.771658  | 0.817960  |        |        |       |     |         | 0.691512  | Stock         |
-| TAO           | 0.761585  |         | 0.805852  |      | 0.991524  | 0.908594  | 0.992980  |        |        |       |     |         | 0.570248  | TAO           |
-| **Insgesamt** | **0.392** |         | **0.294** |      | **0.571** | **0.329** | **0.471** |        |        |       |     |         | **0.500** | **Insgesamt** |
+| Datensatz     | POLY      | iForest | PCA       | USAD | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF | Sub-LOF | KNN       | Datensatz     |
+| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | --------- | ----- | --- | ------- | --------- | ------------- |
+| UCR           | 0.003356  |         | 0.000408  |      | 0.128496  | 0.000406  | 0.000237  |        | 0.012483  |       |     |         | 0.011814  | UCR           |
+| YAHOO         | 0.282071  |         | 0.113436  |      | 0.519819  | 0.190097  | 0.414255  |        | 0.826036  |       |     |         | 0.521624  | YAHOO         |
+| WSD           | 0.216267  |         | 0.124850  |      | 0.131018  | 0.105822  | 0.100076  |        | 0.021818  |       |     |         | 0.007947  | WSD           |
+| IOPS          | 0.187766  |         | 0.048169  |      | 0.147113  | 0.035031  | 0.080739  |        | 0.202456  |       |     |         | 0.327373  | IOPS          |
+| TODS          | 0.803771  |         | 0.820717  |      | 0.895740  | 0.800324  | 0.852834  |        | 0.857103  |       |     |         | 0.855125  | TODS          |
+| Stock         | 0.805375  |         | 0.825382  |      | 0.939925  | 0.771658  | 0.817960  |        | 0.738198  |       |     |         | 0.691512  | Stock         |
+| TAO           | 0.761585  |         | 0.805852  |      | 0.991524  | 0.908594  | 0.992980  |        | 0.666432  |       |     |         | 0.570248  | TAO           |
+| **Insgesamt** | **0.392** |         | **0.294** |      | **0.571** | **0.329** | **0.471** |        | **0.680** |       |     |         | **0.500** | **Insgesamt** |
 
 
 ## Gesamtbewertung der Sequenzanomalien nach AUC-PR
 
-| Datensatz     | POLY      | iForest | PCA       | USAD | CNN       | OmAn      | LSTM      | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN       | Datensatz     |
-| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | ------ | ----- | --- | ------- | --------- | ------------- |
-| SMD           | 0.439343  |         | 0.459753  |      | 0.505749  | 0.460181  | 0.495482  |        |        |       |     |         | 0.050501  | SMD           |
-| YAHOO         | 0.571428  |         | 0.690088  |      | 0.345384  | 0.349465  | 0.344485  |        |        |       |     |         | 0.306868  | YAHOO         |
-| Exathlon      | 0.844513  |         | 0.958102  |      | 0.654310  | 0.874519  | 0.733875  |        |        |       |     |         | 0.563481  | Exathlon      |
-| NAB           | 0.402974  |         | 0.439685  |      | 0.209869  | 0.335713  | 0.162982  |        |        |       |     |         | 0.176029  | NAB           |
-| OPPORTUNITY   | 0.624496  |         | 0.968964  |      | 0.727956  | 0.661818  | 0.547465  |        |        |       |     |         | 0.263868  | OPPORTUNITY   |
-| WSD           | 0.324235  |         | 0.099717  |      | 0.242314  | 0.123481  | 0.127908  |        |        |       |     |         | 0.077550  | WSD           |
-| SVDB          | 0.483934  |         | 0.541451  |      | 0.198720  | 0.465020  | 0.130291  |        |        |       |     |         | 0.519348  | SVDB          |
-| SMAP          | 0.798189  |         | 0.887517  |      | 0.241609  | 0.876352  | 0.233398  |        |        |       |     |         | 0.788114  | SMAP          |
-| IOPS          | 0.482294  |         | 0.549216  |      | 0.429909  | 0.721261  | 0.461068  |        |        |       |     |         | 0.031872  | IOPS          |
-| TODS          | 0.281649  |         | 0.149989  |      | 0.206602  | 0.191109  | 0.170148  |        |        |       |     |         | 0.533591  | TODS          |
-| MGAB          | 0.008996  |         | 0.027123  |      | 0.003855  | 0.015268  | 0.045860  |        |        |       |     |         | 0.325650  | MGAB          |
-| MSL           | 0.557113  |         | 0.475464  |      | 0.264200  | 0.364941  | 0.257571  |        |        |       |     |         | 0.238423  | MSL           |
-| NEK           | 0.568731  |         | 0.849600  |      | 0.715902  | 0.877024  | 0.681103  |        |        |       |     |         | 0.146699  | NEK           |
-| LTDB          | 0.455324  |         | 0.489411  |      | 0.354462  | 0.479711  | 0.276735  |        |        |       |     |         | 0.589828  | LTDB          |
-| MITDB         | 0.366934  |         | 0.377853  |      | 0.160153  | 0.206999  | 0.113066  |        |        |       |     |         | 0.500834  | MITDB         |
-| SED           | 0.031421  |         | 0.020994  |      | 0.029325  | 0.031663  | 0.030497  |        |        |       |     |         | 0.707453  | SED           |
-| Daphnet       | 0.536827  |         | 0.468647  |      | 0.381499  | 0.192069  | 0.132234  |        |        |       |     |         | 0.033893  | Daphnet       |
-| SWaT          | 0.123133  |         | 0.756700  |      | 0.738718  | 0.757687  | 0.737695  |        |        |       |     |         | 0.110376  | SWaT          |
-| Power         | 0.203760  |         | 0.078866  |      | 0.072400  | 0.064665  | 0.064788  |        |        |       |     |         | 0.160167  | Power         |
-| CATSv2        | 0.476434  |         | 0.474705  |      | 0.411894  | 0.437868  | 0.358071  |        |        |       |     |         | 0.482166  | CATSv2        |
-| **Insgesamt** | **0.499** |         | **0.553** |      | **0.387** | **0.481** | **0.357** |        |        |       |     |         | **0.364** | **Insgesamt** |
+| Datensatz     | POLY      | iForest | PCA       | USAD | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF | Sub-LOF | KNN       | Datensatz     |
+| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | --------- | ----- | --- | ------- | --------- | ------------- |
+| SMD           | 0.439343  |         | 0.459753  |      | 0.505749  | 0.460181  | 0.495482  |        | 0.095816  |       |     |         | 0.050501  | SMD           |
+| YAHOO         | 0.571428  |         | 0.690088  |      | 0.345384  | 0.349465  | 0.344485  |        | 0.462352  |       |     |         | 0.306868  | YAHOO         |
+| Exathlon      | 0.844513  |         | 0.958102  |      | 0.654310  | 0.874519  | 0.733875  |        | 0.617690  |       |     |         | 0.563481  | Exathlon      |
+| NAB           | 0.402974  |         | 0.439685  |      | 0.209869  | 0.335713  | 0.162982  |        | 0.230029  |       |     |         | 0.176029  | NAB           |
+| OPPORTUNITY   | 0.624496  |         | 0.968964  |      | 0.727956  | 0.661818  | 0.547465  |        | 0.276125  |       |     |         | 0.263868  | OPPORTUNITY   |
+| WSD           | 0.324235  |         | 0.099717  |      | 0.242314  | 0.123481  | 0.127908  |        | 0.253831  |       |     |         | 0.077550  | WSD           |
+| SVDB          | 0.483934  |         | 0.541451  |      | 0.198720  | 0.465020  | 0.130291  |        | 0.799099  |       |     |         | 0.519348  | SVDB          |
+| SMAP          | 0.798189  |         | 0.887517  |      | 0.241609  | 0.876352  | 0.233398  |        | 0.928300  |       |     |         | 0.788114  | SMAP          |
+| IOPS          | 0.482294  |         | 0.549216  |      | 0.429909  | 0.721261  | 0.461068  |        | 0.061431  |       |     |         | 0.031872  | IOPS          |
+| TODS          | 0.281649  |         | 0.149989  |      | 0.206602  | 0.191109  | 0.170148  |        | 0.592072  |       |     |         | 0.533591  | TODS          |
+| MGAB          | 0.008996  |         | 0.027123  |      | 0.003855  | 0.015268  | 0.045860  |        | 0.085299  |       |     |         | 0.325650  | MGAB          |
+| MSL           | 0.557113  |         | 0.475464  |      | 0.264200  | 0.364941  | 0.257571  |        | 0.288743  |       |     |         | 0.238423  | MSL           |
+| NEK           | 0.568731  |         | 0.849600  |      | 0.715902  | 0.877024  | 0.681103  |        | 0.331911  |       |     |         | 0.146699  | NEK           |
+| LTDB          | 0.455324  |         | 0.489411  |      | 0.354462  | 0.479711  | 0.276735  |        | 0.765819  |       |     |         | 0.589828  | LTDB          |
+| MITDB         | 0.366934  |         | 0.377853  |      | 0.160153  | 0.206999  | 0.113066  |        | 0.583808  |       |     |         | 0.500834  | MITDB         |
+| SED           | 0.031421  |         | 0.020994  |      | 0.029325  | 0.031663  | 0.030497  |        | 0.710575  |       |     |         | 0.707453  | SED           |
+| Daphnet       | 0.536827  |         | 0.468647  |      | 0.381499  | 0.192069  | 0.132234  |        | 0.036445  |       |     |         | 0.033893  | Daphnet       |
+| SWaT          | 0.123133  |         | 0.756700  |      | 0.738718  | 0.757687  | 0.737695  |        | 0.111152  |       |     |         | 0.110376  | SWaT          |
+| Power         | 0.203760  |         | 0.078866  |      | 0.072400  | 0.064665  | 0.064788  |        | 0.507629  |       |     |         | 0.160167  | Power         |
+| CATSv2        | 0.476434  |         | 0.474705  |      | 0.411894  | 0.437868  | 0.358071  |        | 0.455611  |       |     |         | 0.482166  | CATSv2        |
+| **Insgesamt** | **0.499** |         | **0.553** |      | **0.387** | **0.481** | **0.357** |        | **0.449** |       |     |         | **0.364** | **Insgesamt** |
 
 ## Gesamtbewertung der Sequenzanomalien nach VUS-PR
 
-| Datensatz     | POLY      | iForest | PCA       | USAD | CNN       | OmAn      | LSTM      | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN       | Datensatz     |
-| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | ------ | ----- | --- | ------- | --------- | ------------- |
-| SMD           | 0.482296  |         | 0.423162  |      | 0.503535  | 0.410939  | 0.453416  |        |        |       |     |         | 0.063644  | SMD           |
-| YAHOO         | 0.518566  |         | 0.568333  |      | 0.351064  | 0.354507  | 0.348855  |        |        |       |     |         | 0.322916  | YAHOO         |
-| Exathlon      | 0.847945  |         | 0.959173  |      | 0.657757  | 0.876372  | 0.735253  |        |        |       |     |         | 0.562449  | Exathlon      |
-| NAB           | 0.478372  |         | 0.474780  |      | 0.238264  | 0.326918  | 0.181686  |        |        |       |     |         | 0.219327  | NAB           |
-| OPPORTUNITY   | 0.630618  |         | 0.966351  |      | 0.741769  | 0.660151  | 0.567052  |        |        |       |     |         | 0.257788  | OPPORTUNITY   |
-| WSD           | 0.457794  |         | 0.067564  |      | 0.206990  | 0.087346  | 0.100554  |        |        |       |     |         | 0.142998  | WSD           |
-| SVDB          | 0.423050  |         | 0.508621  |      | 0.206479  | 0.436465  | 0.131672  |        |        |       |     |         | 0.579059  | SVDB          |
-| SMAP          | 0.891481  |         | 0.951739  |      | 0.237156  | 0.951635  | 0.223192  |        |        |       |     |         | 0.818737  | SMAP          |
-| IOPS          | 0.426245  |         | 0.422834  |      | 0.312286  | 0.380533  | 0.334417  |        |        |       |     |         | 0.111561  | IOPS          |
-| TODS          | 0.437694  |         | 0.342464  |      | 0.331028  | 0.338275  | 0.263210  |        |        |       |     |         | 0.773793  | TODS          |
-| MGAB          | 0.008269  |         | 0.005551  |      | 0.006988  | 0.005586  | 0.025419  |        |        |       |     |         | 0.238613  | MGAB          |
-| MSL           | 0.653967  |         | 0.492975  |      | 0.326973  | 0.412021  | 0.309296  |        |        |       |     |         | 0.303536  | MSL           |
-| NEK           | 0.628709  |         | 0.880822  |      | 0.756555  | 0.884225  | 0.704672  |        |        |       |     |         | 0.162564  | NEK           |
-| LTDB          | 0.510507  |         | 0.534873  |      | 0.406171  | 0.524763  | 0.329828  |        |        |       |     |         | 0.692355  | LTDB          |
-| MITDB         | 0.320425  |         | 0.323526  |      | 0.143632  | 0.163465  | 0.112398  |        |        |       |     |         | 0.548995  | MITDB         |
-| SED           | 0.040176  |         | 0.030270  |      | 0.058416  | 0.055985  | 0.056562  |        |        |       |     |         | 0.882987  | SED           |
-| Daphnet       | 0.519516  |         | 0.441568  |      | 0.398456  | 0.123026  | 0.133080  |        |        |       |     |         | 0.035185  | Daphnet       |
-| SWaT          | 0.103364  |         | 0.375512  |      | 0.680748  | 0.366250  | 0.669824  |        |        |       |     |         | 0.110850  | SWaT          |
-| Power         | 0.122294  |         | 0.079616  |      | 0.075487  | 0.067090  | 0.067250  |        |        |       |     |         | 0.166562  | Power         |
-| CATSv2        | 0.232252  |         | 0.232417  |      | 0.288293  | 0.282282  | 0.329056  |        |        |       |     |         | 0.354730  | CATSv2        |
-| **Insgesamt** | **0.521** |         | **0.545** |      | **0.395** | **0.467** | **0.358** |        |        |       |     |         | **0.399** | **Insgesamt** |
+| Datensatz     | POLY      | iForest | PCA       | USAD | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF | Sub-LOF | KNN       | Datensatz     |
+| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | --------- | ----- | --- | ------- | --------- | ------------- |
+| SMD           | 0.482296  |         | 0.423162  |      | 0.503535  | 0.410939  | 0.453416  |        | 0.092843  |       |     |         | 0.063644  | SMD           |
+| YAHOO         | 0.518566  |         | 0.568333  |      | 0.351064  | 0.354507  | 0.348855  |        | 0.477510  |       |     |         | 0.322916  | YAHOO         |
+| Exathlon      | 0.847945  |         | 0.959173  |      | 0.657757  | 0.876372  | 0.735253  |        | 0.618051  |       |     |         | 0.562449  | Exathlon      |
+| NAB           | 0.478372  |         | 0.474780  |      | 0.238264  | 0.326918  | 0.181686  |        | 0.272775  |       |     |         | 0.219327  | NAB           |
+| OPPORTUNITY   | 0.630618  |         | 0.966351  |      | 0.741769  | 0.660151  | 0.567052  |        | 0.255118  |       |     |         | 0.257788  | OPPORTUNITY   |
+| WSD           | 0.457794  |         | 0.067564  |      | 0.206990  | 0.087346  | 0.100554  |        | 0.293116  |       |     |         | 0.142998  | WSD           |
+| SVDB          | 0.423050  |         | 0.508621  |      | 0.206479  | 0.436465  | 0.131672  |        | 0.804472  |       |     |         | 0.579059  | SVDB          |
+| SMAP          | 0.891481  |         | 0.951739  |      | 0.237156  | 0.951635  | 0.223192  |        | 0.946525  |       |     |         | 0.818737  | SMAP          |
+| IOPS          | 0.426245  |         | 0.422834  |      | 0.312286  | 0.380533  | 0.334417  |        | 0.112229  |       |     |         | 0.111561  | IOPS          |
+| TODS          | 0.437694  |         | 0.342464  |      | 0.331028  | 0.338275  | 0.263210  |        | 0.689051  |       |     |         | 0.773793  | TODS          |
+| MGAB          | 0.008269  |         | 0.005551  |      | 0.006988  | 0.005586  | 0.025419  |        | 0.036645  |       |     |         | 0.238613  | MGAB          |
+| MSL           | 0.653967  |         | 0.492975  |      | 0.326973  | 0.412021  | 0.309296  |        | 0.405174  |       |     |         | 0.303536  | MSL           |
+| NEK           | 0.628709  |         | 0.880822  |      | 0.756555  | 0.884225  | 0.704672  |        | 0.298379  |       |     |         | 0.162564  | NEK           |
+| LTDB          | 0.510507  |         | 0.534873  |      | 0.406171  | 0.524763  | 0.329828  |        | 0.835553  |       |     |         | 0.692355  | LTDB          |
+| MITDB         | 0.320425  |         | 0.323526  |      | 0.143632  | 0.163465  | 0.112398  |        | 0.590892  |       |     |         | 0.548995  | MITDB         |
+| SED           | 0.040176  |         | 0.030270  |      | 0.058416  | 0.055985  | 0.056562  |        | 0.895291  |       |     |         | 0.882987  | SED           |
+| Daphnet       | 0.519516  |         | 0.441568  |      | 0.398456  | 0.123026  | 0.133080  |        | 0.039747  |       |     |         | 0.035185  | Daphnet       |
+| SWaT          | 0.103364  |         | 0.375512  |      | 0.680748  | 0.366250  | 0.669824  |        | 0.111519  |       |     |         | 0.110850  | SWaT          |
+| Power         | 0.122294  |         | 0.079616  |      | 0.075487  | 0.067090  | 0.067250  |        | 0.524166  |       |     |         | 0.166562  | Power         |
+| CATSv2        | 0.232252  |         | 0.232417  |      | 0.288293  | 0.282282  | 0.329056  |        | 0.229268  |       |     |         | 0.354730  | CATSv2        |
+| **Insgesamt** | **0.521** |         | **0.545** |      | **0.395** | **0.467** | **0.358** |        | **0.465** |       |     |         | **0.399** | **Insgesamt** |
 
 # POLY:
 + Prozessor: CPU
@@ -191,11 +191,11 @@
 		+ MGAB: 0.008269 (vgl. 0.01, - 0.001731, vermutl. gleich)
 
 
-# iForest (pc14)
+# iForest 
 + Prozessor: CPU
-	+ Modell: 
-	+ Anzahl 
-	+ Taktfrequenz: 
+	+ Modell: iCore 5 8th
+	+ Anzahl Kerne: 6 
+	+ Taktfrequenz: 3.00 GHz
 + Nutzung mehrerer Kerne: Ja?
 
 **Evaluation:**
@@ -448,12 +448,12 @@
 		+ UCR: 0.028041
 	+ nach VUS-PR:
 		+  UCR: 0.023293 (vgl. 0.02, +0.003 , vermutl. gleich)
-# kShapeAD (pc22)
-+ Prozessor: 
-	+ Modell: 
-	+ Anzahl Kerne: 
-	+ Taktfrequenz: 
-+ Nutzung mehrerer Kerne: Ja?
+# kShapeAD 
++ Prozessor: CPU
+	+ Modell: iCore 5 8th
+	+ Anzahl Kerne: 6 
+	+ Taktfrequenz: 3.00 GHz
++ Nutzung mehrerer Kerne: Ja
 
 **Evaluation:**
 + Durchschnitt Gesamt:
@@ -499,45 +499,46 @@
 
 **Evaluation:**
 + Durchschnitt Gesamt:
-	+ Recall:
-	+ Precision:
-	+ Standard-F1:  (vgl. 0.37)
-	+ Auc-Roc:  (vgl. 0.74)
-	+ Auc-PR:  (vgl. 0.32)
-	+ Vus-PR:  (vgl. 0.37)
+	+ Recall: 0.291
+	+ Precision: 0.225
+	+ Standard-F1: 0.484 (vgl. 0.37, + 0.114, $\approx$ 30.8 %)
+	+ Auc-Roc: 0.816 (vgl. 0.74, + 0.076, $\approx$ 10.3 %)
+	+ Auc-PR: 0.444 (vgl. 0.32, + 0.124, $\approx$ 38.8 %)
+	+ Vus-PR: 0.489 (vgl. 0.37, + 0.119, $\approx$ 32.2 % )
 + Durchschnitt Punktanomalien:
-	+ Recall:
-	+ Precision:
-	+ Standard-F1:
-	+ Auc-Roc:
-	+ Auc-PR:
-	+ Vus-PR:
+	+ Recall: 0.387
+	+ Precision: 0.033
+	+ Standard-F1: 0.490
+	+ Auc-Roc: 0.837
+	+ Auc-PR: 0.451
+	+ Vus-PR: 0.680
 + Durchschnitt Sequenzanomalien:
-	+ Recall:
-	+ Precision:
-	+ Standard-F1:
-	+ Auc-Roc:
-	+ Auc-PR:
-	+ Vus-PR:
+	+ Recall: 0.173
+	+ Precision: 0.295
+	+ Standard-F1: 0.496
+	+ Auc-Roc: 0.809
+	+ Auc-PR: 0.449
+	+ Vus-PR: 0.465
 
 **Bemerkung:**
-+ Deutlich besser bei _anomalien
++ Deutlich besser bei Punktanomalien, aber im Vergleich zu den anderen Modellen dennoch eine recht vergleichbare Performanz zu den führenden Modellen bei der Sequenzanomalie-Erkennung
++ Funktioniert für einige Datensätze, wie SMAP, Power und SED, sehr gut obwohl die meisten anderen Modelle mit diesen Daten Probleme haben
 + Beste erkannte Gruppe: 
 	+ nach AUC-PR:
-		+ 
+		+ SVDB: 0.809036 (SED: 0.710575)
 	+ nach VUS-PR:
-		+ (vgl. TAO 0.92)
+		+ SED: 0.895291, (vgl. 0.87, + 0.025, $\approx$ 2.9 % ; SVDB: 0.811385 ; TAO: 0.747945, vgl. TAO 0.92)
 + Schlechteste erkannte Gruppe: 
 	+ nach AUC-PR: 
-		+ 
+		+ Daphnet: 0.036445 (MGAB: 0.085299)
 	+ nach VUS-PR:
-		+  (vgl. MGAB 0.01)
+		+ MGAB: 0.036645 (vgl. MGAB 0.01, + 0.027, $\approx$ 270 %; Daphnet: 0.039747)
 # Sub-OCSVM
 + Prozessor: CPU
 	+ Modell: iCore 5 8th
 	+ Anzahl Kerne: 6 
 	+ Taktfrequenz: 3.00 GHz
-+ Nutzung mehrerer Kerne: Nein ?
++ Nutzung mehrerer Kerne: Nein 
 
 **Evaluation:**
 + Durchschnitt Gesamt:
@@ -574,12 +575,12 @@
 		+ 
 	+ nach VUS-PR:
 		+  (vgl. MGAB 0.01)
-# LOF (pc22)
+# LOF
 + Prozessor: CPU
-	+ Modell: 
-	+ Anzahl Kerne: 
-	+ Taktfrequenz: 
-+ Nutzung mehrerer Kerne: Ja?
+	+ Modell: iCore 5 8th
+	+ Anzahl Kerne: 6 
+	+ Taktfrequenz: 3.00 GHz
++ Nutzung mehrerer Kerne: Ja
 
 **Evaluation:**
 + Durchschnitt Gesamt:
@@ -617,7 +618,7 @@
 	+ nach VUS-PR:
 		+  (vgl. MGAB 0.00)
 
-# Sub-LOF (pc28)
+# Sub-LOF
 + Prozessor: CPU
 	+ Modell: iCore5 8th
 	+ Anzahl Kerne: 6
diff --git a/src/models/desi/desi_evaluate_groups.ipynb b/src/models/desi/desi_evaluate_groups.ipynb
index ffcd3bb..c657a71 100644
--- a/src/models/desi/desi_evaluate_groups.ipynb
+++ b/src/models/desi/desi_evaluate_groups.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 208,
+   "execution_count": 289,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -13,208 +13,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 273,
+   "execution_count": 290,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>params</th>\n",
-       "      <th>file_name</th>\n",
-       "      <th>duration</th>\n",
-       "      <th>group</th>\n",
-       "      <th>point anomaly</th>\n",
-       "      <th>seq anomaly</th>\n",
-       "      <th>AUC-PR</th>\n",
-       "      <th>AUC-ROC</th>\n",
-       "      <th>VUS-PR</th>\n",
-       "      <th>VUS-ROC</th>\n",
-       "      <th>Standard-F1</th>\n",
-       "      <th>PA-F1</th>\n",
-       "      <th>Event-based-F1</th>\n",
-       "      <th>R-based-F1</th>\n",
-       "      <th>Affiliation-F</th>\n",
-       "      <th>Recall</th>\n",
-       "      <th>Precision</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>{'periodicity': 3, 'n_components': 0.25}</td>\n",
-       "      <td>001_NAB_id_1_Facility_tr_1007_1st_2014.csv</td>\n",
-       "      <td>0.983548</td>\n",
-       "      <td>NAB</td>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "      <td>0.278238</td>\n",
-       "      <td>0.568376</td>\n",
-       "      <td>0.274697</td>\n",
-       "      <td>0.572207</td>\n",
-       "      <td>0.280371</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.664639</td>\n",
-       "      <td>0.966270</td>\n",
-       "      <td>0.102041</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>{'periodicity': 1, 'n_components': 0.25}</td>\n",
-       "      <td>002_NAB_id_2_WebService_tr_1500_1st_4106.csv</td>\n",
-       "      <td>2.305736</td>\n",
-       "      <td>NAB</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.531921</td>\n",
-       "      <td>0.725510</td>\n",
-       "      <td>0.531449</td>\n",
-       "      <td>0.736615</td>\n",
-       "      <td>0.604596</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.543667</td>\n",
-       "      <td>0.995006</td>\n",
-       "      <td>0.205651</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>{'periodicity': 3, 'n_components': 0.25}</td>\n",
-       "      <td>003_NAB_id_3_WebService_tr_1362_1st_1462.csv</td>\n",
-       "      <td>2.531015</td>\n",
-       "      <td>NAB</td>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "      <td>0.223190</td>\n",
-       "      <td>0.530528</td>\n",
-       "      <td>0.223165</td>\n",
-       "      <td>0.538166</td>\n",
-       "      <td>0.219245</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.432616</td>\n",
-       "      <td>0.985025</td>\n",
-       "      <td>0.110965</td>\n",
-       "      <td>0.836634</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>{'periodicity': 3, 'n_components': None}</td>\n",
-       "      <td>004_NAB_id_4_Facility_tr_1007_1st_1437.csv</td>\n",
-       "      <td>1.179519</td>\n",
-       "      <td>NAB</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.479905</td>\n",
-       "      <td>0.743691</td>\n",
-       "      <td>0.487510</td>\n",
-       "      <td>0.763097</td>\n",
-       "      <td>0.491554</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.630790</td>\n",
-       "      <td>0.988536</td>\n",
-       "      <td>0.310945</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>{'periodicity': 2, 'n_components': 0.25}</td>\n",
-       "      <td>005_NAB_id_5_Traffic_tr_594_1st_1645.csv</td>\n",
-       "      <td>4.630921</td>\n",
-       "      <td>NAB</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.151934</td>\n",
-       "      <td>0.722509</td>\n",
-       "      <td>0.160659</td>\n",
-       "      <td>0.731032</td>\n",
-       "      <td>0.345175</td>\n",
-       "      <td>0.810903</td>\n",
-       "      <td>0.344428</td>\n",
-       "      <td>0.353061</td>\n",
-       "      <td>0.746778</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                     params  \\\n",
-       "0  {'periodicity': 3, 'n_components': 0.25}   \n",
-       "1  {'periodicity': 1, 'n_components': 0.25}   \n",
-       "2  {'periodicity': 3, 'n_components': 0.25}   \n",
-       "3  {'periodicity': 3, 'n_components': None}   \n",
-       "4  {'periodicity': 2, 'n_components': 0.25}   \n",
-       "\n",
-       "                                      file_name  duration group  \\\n",
-       "0    001_NAB_id_1_Facility_tr_1007_1st_2014.csv  0.983548   NAB   \n",
-       "1  002_NAB_id_2_WebService_tr_1500_1st_4106.csv  2.305736   NAB   \n",
-       "2  003_NAB_id_3_WebService_tr_1362_1st_1462.csv  2.531015   NAB   \n",
-       "3    004_NAB_id_4_Facility_tr_1007_1st_1437.csv  1.179519   NAB   \n",
-       "4      005_NAB_id_5_Traffic_tr_594_1st_1645.csv  4.630921   NAB   \n",
-       "\n",
-       "   point anomaly  seq anomaly    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  \\\n",
-       "0          False         True  0.278238  0.568376  0.274697  0.572207   \n",
-       "1          False        False  0.531921  0.725510  0.531449  0.736615   \n",
-       "2          False         True  0.223190  0.530528  0.223165  0.538166   \n",
-       "3          False        False  0.479905  0.743691  0.487510  0.763097   \n",
-       "4          False        False  0.151934  0.722509  0.160659  0.731032   \n",
-       "\n",
-       "   Standard-F1     PA-F1  Event-based-F1  R-based-F1  Affiliation-F    Recall  \\\n",
-       "0     0.280371  1.000000        1.000000    0.664639       0.966270  0.102041   \n",
-       "1     0.604596  1.000000        1.000000    0.543667       0.995006  0.205651   \n",
-       "2     0.219245  1.000000        1.000000    0.432616       0.985025  0.110965   \n",
-       "3     0.491554  1.000000        1.000000    0.630790       0.988536  0.310945   \n",
-       "4     0.345175  0.810903        0.344428    0.353061       0.746778  0.000000   \n",
-       "\n",
-       "   Precision  \n",
-       "0   1.000000  \n",
-       "1   1.000000  \n",
-       "2   0.836634  \n",
-       "3   1.000000  \n",
-       "4   0.000000  "
-      ]
-     },
-     "execution_count": 273,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "#Dataframe erstellen\n",
-    "model = 'PCA'\n",
+    "model = 'run_KMeansAD_U'\n",
     "path = '../../../docs/evaluation/'+model+'.csv'\n",
     "df = pd.read_csv(path)\n",
     "df.head()\n",
-    "#model = 'POLY'"
+    "model = 'KMeansAD'"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 274,
+   "execution_count": 291,
    "metadata": {},
    "outputs": [
     {
@@ -247,7 +60,7 @@
        "Name: count, dtype: int64"
       ]
      },
-     "execution_count": 274,
+     "execution_count": 291,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -258,7 +71,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 275,
+   "execution_count": 292,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -298,7 +111,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 276,
+   "execution_count": 293,
    "metadata": {},
    "outputs": [
     {
@@ -394,34 +207,34 @@
          "x0": " ",
          "xaxis": "x",
          "y": [
-          0.27469687396343,
-          0.5314491096009349,
-          0.2231652553378895,
-          0.4875103095565208,
-          0.1606592341188991,
-          0.2541769968032993,
-          0.9553906941279872,
-          0.857249525803223,
-          0.2640654686719343,
-          0.8508488148943761,
-          0.9925716865962884,
-          0.1284750818174506,
-          0.9934318546118288,
-          0.358492656313877,
-          0.1026738125417476,
-          0.6750787761039542,
-          0.6284091667304775,
-          0.2344108274803064,
-          0.4499414989527255,
-          0.1505397062284122,
-          0.1311195922197614,
-          0.5137920944098158,
-          0.8421092613297361,
-          0.8842044418172702,
-          0.141305960168882,
-          0.2811253743188024,
-          0.9952788284177492,
-          0.9569797525213009
+          0.1382470880566269,
+          0.2409853173167628,
+          0.0920059017575592,
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          "x0": " ",
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@@ -2637,7 +2450,7 @@
          }
         },
         "title": {
-         "text": "<b> Vergleich der Metriken zwischen den Gruppen für PCA </b>",
+         "text": "<b> Vergleich der Metriken zwischen den Gruppen für KMeansAD </b>",
          "xanchor": "center",
          "y": 0.95,
          "yanchor": "top"
@@ -2729,7 +2542,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 277,
+   "execution_count": 294,
    "metadata": {},
    "outputs": [
     {
@@ -2783,107 +2596,107 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>{'periodicity': 3, 'n_components': 0.25}</td>\n",
+       "      <td>{'periodicity': 2, 'n_clusters': 20}</td>\n",
        "      <td>001_NAB_id_1_Facility_tr_1007_1st_2014.csv</td>\n",
-       "      <td>0.983548</td>\n",
+       "      <td>1.794824</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.278238</td>\n",
-       "      <td>0.568376</td>\n",
-       "      <td>0.274697</td>\n",
-       "      <td>0.572207</td>\n",
-       "      <td>0.280371</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.664639</td>\n",
-       "      <td>0.966270</td>\n",
-       "      <td>0.102041</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.137719</td>\n",
+       "      <td>0.629733</td>\n",
+       "      <td>0.138247</td>\n",
+       "      <td>0.633625</td>\n",
+       "      <td>0.237995</td>\n",
+       "      <td>0.895561</td>\n",
+       "      <td>0.330341</td>\n",
+       "      <td>0.248235</td>\n",
+       "      <td>0.790838</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>Sequenzeanomalie</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>{'periodicity': 3, 'n_components': 0.25}</td>\n",
+       "      <td>{'periodicity': 3, 'n_clusters': 40}</td>\n",
        "      <td>003_NAB_id_3_WebService_tr_1362_1st_1462.csv</td>\n",
-       "      <td>2.531015</td>\n",
+       "      <td>7.579582</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.223190</td>\n",
-       "      <td>0.530528</td>\n",
-       "      <td>0.223165</td>\n",
-       "      <td>0.538166</td>\n",
-       "      <td>0.219245</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.432616</td>\n",
-       "      <td>0.985025</td>\n",
-       "      <td>0.110965</td>\n",
-       "      <td>0.836634</td>\n",
+       "      <td>0.090039</td>\n",
+       "      <td>0.458760</td>\n",
+       "      <td>0.092006</td>\n",
+       "      <td>0.463461</td>\n",
+       "      <td>0.179704</td>\n",
+       "      <td>0.639244</td>\n",
+       "      <td>0.209651</td>\n",
+       "      <td>0.245130</td>\n",
+       "      <td>0.708796</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>Sequenzeanomalie</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>{'periodicity': 1, 'n_components': 0.75}</td>\n",
+       "      <td>{'periodicity': 3, 'n_clusters': 30}</td>\n",
        "      <td>006_NAB_id_6_Traffic_tr_2579_1st_5839.csv</td>\n",
-       "      <td>6.566708</td>\n",
+       "      <td>5.064386</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.332904</td>\n",
-       "      <td>0.589287</td>\n",
-       "      <td>0.254177</td>\n",
-       "      <td>0.592472</td>\n",
-       "      <td>0.335505</td>\n",
-       "      <td>0.697124</td>\n",
-       "      <td>0.619731</td>\n",
-       "      <td>0.321929</td>\n",
-       "      <td>0.730715</td>\n",
-       "      <td>0.113592</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.833771</td>\n",
+       "      <td>0.959682</td>\n",
+       "      <td>0.847643</td>\n",
+       "      <td>0.979595</td>\n",
+       "      <td>0.761663</td>\n",
+       "      <td>0.918822</td>\n",
+       "      <td>0.888889</td>\n",
+       "      <td>0.748209</td>\n",
+       "      <td>0.920321</td>\n",
+       "      <td>0.168932</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>Sequenzeanomalie</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>{'periodicity': 1, 'n_components': 0.25}</td>\n",
+       "      <td>{'periodicity': 2, 'n_clusters': 40}</td>\n",
        "      <td>007_NAB_id_7_Traffic_tr_624_1st_2087.csv</td>\n",
-       "      <td>2.686109</td>\n",
+       "      <td>2.673789</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.938148</td>\n",
-       "      <td>0.993028</td>\n",
-       "      <td>0.955391</td>\n",
-       "      <td>0.995442</td>\n",
-       "      <td>0.846685</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.823529</td>\n",
-       "      <td>0.940314</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.087471</td>\n",
+       "      <td>0.447169</td>\n",
+       "      <td>0.124876</td>\n",
+       "      <td>0.572708</td>\n",
+       "      <td>0.180625</td>\n",
+       "      <td>0.807818</td>\n",
+       "      <td>0.180626</td>\n",
+       "      <td>0.616243</td>\n",
+       "      <td>0.731008</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>Sequenzeanomalie</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>{'periodicity': 3, 'n_components': 0.5}</td>\n",
+       "      <td>{'periodicity': 2, 'n_clusters': 40}</td>\n",
        "      <td>010_NAB_id_10_WebService_tr_500_1st_271.csv</td>\n",
-       "      <td>4.131343</td>\n",
+       "      <td>1.798356</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.486097</td>\n",
-       "      <td>0.895913</td>\n",
-       "      <td>0.850849</td>\n",
-       "      <td>0.960766</td>\n",
-       "      <td>0.643474</td>\n",
-       "      <td>0.668896</td>\n",
-       "      <td>0.640693</td>\n",
-       "      <td>0.678905</td>\n",
-       "      <td>0.938793</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.441761</td>\n",
+       "      <td>0.695042</td>\n",
+       "      <td>0.732503</td>\n",
+       "      <td>0.923526</td>\n",
+       "      <td>0.567971</td>\n",
+       "      <td>0.768831</td>\n",
+       "      <td>0.636580</td>\n",
+       "      <td>0.753684</td>\n",
+       "      <td>0.901649</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>Sequenzeanomalie</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -2891,33 +2704,33 @@
        "</div>"
       ],
       "text/plain": [
-       "                                     params  \\\n",
-       "0  {'periodicity': 3, 'n_components': 0.25}   \n",
-       "2  {'periodicity': 3, 'n_components': 0.25}   \n",
-       "5  {'periodicity': 1, 'n_components': 0.75}   \n",
-       "6  {'periodicity': 1, 'n_components': 0.25}   \n",
-       "9   {'periodicity': 3, 'n_components': 0.5}   \n",
+       "                                 params  \\\n",
+       "0  {'periodicity': 2, 'n_clusters': 20}   \n",
+       "2  {'periodicity': 3, 'n_clusters': 40}   \n",
+       "5  {'periodicity': 3, 'n_clusters': 30}   \n",
+       "6  {'periodicity': 2, 'n_clusters': 40}   \n",
+       "9  {'periodicity': 2, 'n_clusters': 40}   \n",
        "\n",
        "                                      file_name  duration group point anomaly  \\\n",
-       "0    001_NAB_id_1_Facility_tr_1007_1st_2014.csv  0.983548   NAB         False   \n",
-       "2  003_NAB_id_3_WebService_tr_1362_1st_1462.csv  2.531015   NAB         False   \n",
-       "5     006_NAB_id_6_Traffic_tr_2579_1st_5839.csv  6.566708   NAB         False   \n",
-       "6      007_NAB_id_7_Traffic_tr_624_1st_2087.csv  2.686109   NAB         False   \n",
-       "9   010_NAB_id_10_WebService_tr_500_1st_271.csv  4.131343   NAB         False   \n",
+       "0    001_NAB_id_1_Facility_tr_1007_1st_2014.csv  1.794824   NAB         False   \n",
+       "2  003_NAB_id_3_WebService_tr_1362_1st_1462.csv  7.579582   NAB         False   \n",
+       "5     006_NAB_id_6_Traffic_tr_2579_1st_5839.csv  5.064386   NAB         False   \n",
+       "6      007_NAB_id_7_Traffic_tr_624_1st_2087.csv  2.673789   NAB         False   \n",
+       "9   010_NAB_id_10_WebService_tr_500_1st_271.csv  1.798356   NAB         False   \n",
        "\n",
        "  seq anomaly    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  Standard-F1     PA-F1  \\\n",
-       "0        True  0.278238  0.568376  0.274697  0.572207     0.280371  1.000000   \n",
-       "2        True  0.223190  0.530528  0.223165  0.538166     0.219245  1.000000   \n",
-       "5        True  0.332904  0.589287  0.254177  0.592472     0.335505  0.697124   \n",
-       "6        True  0.938148  0.993028  0.955391  0.995442     0.846685  1.000000   \n",
-       "9        True  0.486097  0.895913  0.850849  0.960766     0.643474  0.668896   \n",
+       "0        True  0.137719  0.629733  0.138247  0.633625     0.237995  0.895561   \n",
+       "2        True  0.090039  0.458760  0.092006  0.463461     0.179704  0.639244   \n",
+       "5        True  0.833771  0.959682  0.847643  0.979595     0.761663  0.918822   \n",
+       "6        True  0.087471  0.447169  0.124876  0.572708     0.180625  0.807818   \n",
+       "9        True  0.441761  0.695042  0.732503  0.923526     0.567971  0.768831   \n",
        "\n",
        "   Event-based-F1  R-based-F1  Affiliation-F    Recall  Precision  \\\n",
-       "0        1.000000    0.664639       0.966270  0.102041   1.000000   \n",
-       "2        1.000000    0.432616       0.985025  0.110965   0.836634   \n",
-       "5        0.619731    0.321929       0.730715  0.113592   1.000000   \n",
-       "6        1.000000    0.823529       0.940314  0.000000   0.000000   \n",
-       "9        0.640693    0.678905       0.938793  0.000000   0.000000   \n",
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+       "9        0.636580    0.753684       0.901649  0.000000        0.0   \n",
        "\n",
        "            anomaly  \n",
        "0  Sequenzeanomalie  \n",
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        "9  Sequenzeanomalie  "
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          }
         },
         "title": {
-         "text": "<b> Vergleich der Ergebnisse der Anomalien zwischen den Gruppen für PCA </b>",
+         "text": "<b> Vergleich der Ergebnisse der Anomalien zwischen den Gruppen für KMeansAD </b>",
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   },
   {
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    "metadata": {},
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     {
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      "output_type": "stream",
      "text": [
-      "               duration    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  Standard-F1  \\\n",
-      "group                                                                          \n",
-      "CATSv2       106.550896  0.474705  0.674971  0.232417  0.618645     0.591811   \n",
-      "Daphnet       11.832675  0.468647  0.832345  0.441568  0.852373     0.565157   \n",
-      "Exathlon       9.901067  0.958102  0.993371  0.959173  0.993846     0.963558   \n",
-      "IOPS          16.874755  0.372849  0.836747  0.260372  0.860021     0.409802   \n",
-      "LTDB         128.248371  0.489411  0.665304  0.534873  0.692622     0.527493   \n",
-      "MGAB          27.924807  0.027123  0.558247  0.005551  0.628323     0.064117   \n",
-      "MITDB        904.333506  0.377853  0.675760  0.323526  0.722272     0.444612   \n",
-      "MSL            2.880788  0.493320  0.753859  0.523310  0.795765     0.546533   \n",
-      "NAB            3.009645  0.486528  0.709936  0.511398  0.733671     0.533422   \n",
-      "NEK            0.840411  0.891733  0.986856  0.929171  0.990986     0.879233   \n",
-      "OPPORTUNITY    3.917854  0.923192  0.963782  0.924516  0.965306     0.918166   \n",
-      "Power         19.380862  0.078866  0.482809  0.079616  0.485580     0.169943   \n",
-      "SED           16.787120  0.020994  0.013643  0.030270  0.079736     0.078854   \n",
-      "SMAP           2.546059  0.484416  0.799270  0.566842  0.817493     0.557342   \n",
-      "SMD            4.363354  0.495851  0.859204  0.467257  0.854428     0.518748   \n",
-      "SVDB          88.631290  0.558896  0.795919  0.523984  0.846439     0.598146   \n",
-      "SWaT         572.165303  0.756700  0.847345  0.375512  0.584158     0.790788   \n",
-      "Stock        151.184144  0.148428  0.666535  0.825382  0.936678     0.222413   \n",
-      "TAO           45.117123  0.149144  0.650314  0.840276  0.937061     0.226330   \n",
-      "TODS          10.670728  0.124321  0.553633  0.552877  0.776254     0.215220   \n",
-      "UCR           15.007014  0.138533  0.653279  0.152678  0.699427     0.173614   \n",
-      "WSD            4.909340  0.216542  0.757291  0.155366  0.765767     0.246170   \n",
-      "YAHOO          1.667572  0.117107  0.641042  0.163729  0.673531     0.143722   \n",
+      "                duration    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  Standard-F1  \\\n",
+      "group                                                                           \n",
+      "CATSv2        307.078534  0.455611  0.742421  0.229268  0.727466     0.508232   \n",
+      "Daphnet        24.851474  0.036445  0.194622  0.039747  0.193096     0.122599   \n",
+      "Exathlon       21.128377  0.617690  0.868981  0.618051  0.871158     0.636368   \n",
+      "IOPS           43.545782  0.068715  0.598993  0.107988  0.580434     0.143314   \n",
+      "LTDB          106.534284  0.765819  0.912405  0.835553  0.934052     0.761091   \n",
+      "MGAB           32.495567  0.085299  0.674334  0.036645  0.678762     0.205791   \n",
+      "MITDB        1208.714010  0.583808  0.917023  0.590892  0.947550     0.579253   \n",
+      "MSL             2.344933  0.371438  0.693813  0.441543  0.732877     0.438195   \n",
+      "NAB             2.897485  0.401505  0.657167  0.427477  0.693680     0.463260   \n",
+      "NEK             0.825592  0.346973  0.738966  0.317927  0.679573     0.437499   \n",
+      "OPPORTUNITY     6.594707  0.365381  0.727247  0.351828  0.706769     0.447864   \n",
+      "Power          15.362613  0.507629  0.792101  0.524166  0.818316     0.582336   \n",
+      "SED            10.151575  0.710575  0.988984  0.895291  0.996172     0.761487   \n",
+      "SMAP            2.581047  0.648913  0.858690  0.657738  0.869427     0.656722   \n",
+      "SMD             7.681836  0.260908  0.765814  0.254537  0.760628     0.307201   \n",
+      "SVDB          107.834756  0.809036  0.977679  0.811385  0.980923     0.773835   \n",
+      "SWaT          765.583806  0.111152  0.302881  0.111519  0.300257     0.239297   \n",
+      "Stock          98.278090  0.114476  0.571601  0.738198  0.851949     0.176520   \n",
+      "TAO            30.854633  0.129147  0.596103  0.747945  0.854631     0.197877   \n",
+      "TODS            8.492996  0.448703  0.812683  0.739257  0.883547     0.472138   \n",
+      "UCR            33.467394  0.487206  0.919678  0.486822  0.925630     0.512235   \n",
+      "WSD             6.649384  0.146372  0.771275  0.173060  0.787653     0.199692   \n",
+      "YAHOO           1.082956  0.699444  0.968785  0.781824  0.968677     0.741799   \n",
       "\n",
       "                PA-F1  Event-based-F1  R-based-F1  Affiliation-F    Recall  \\\n",
       "group                                                                        \n",
-      "CATSv2       0.608925        0.408976    0.511750       0.697208  0.337568   \n",
-      "Daphnet      0.760456        0.642298    0.601463       0.915932  0.291414   \n",
-      "Exathlon     0.999433        0.992889    0.782609       0.996357  0.227406   \n",
-      "IOPS         0.589427        0.405682    0.331438       0.794131  0.360211   \n",
-      "LTDB         0.717279        0.655744    0.562085       0.834697  0.043424   \n",
-      "MGAB         0.184219        0.142059    0.125153       0.674871  0.018889   \n",
-      "MITDB        0.639836        0.551255    0.465865       0.852770  0.249054   \n",
-      "MSL          0.731263        0.676416    0.632940       0.881928  0.354351   \n",
-      "NAB          0.928938        0.834893    0.578901       0.920500  0.133190   \n",
-      "NEK          0.900651        0.870056    0.840736       0.978365  0.493302   \n",
-      "OPPORTUNITY  0.967075        0.945462    0.879893       0.985070  0.594777   \n",
-      "Power        0.507786        0.292398    0.205966       0.701705  0.000000   \n",
-      "SED          0.079247        0.078751    0.328210       0.669538  0.000000   \n",
-      "SMAP         0.667530        0.637192    0.595441       0.929180  0.436525   \n",
-      "SMD          0.714660        0.632579    0.531329       0.873677  0.393399   \n",
-      "SVDB         0.841006        0.770908    0.527544       0.902668  0.360878   \n",
-      "SWaT         0.852628        0.442757    0.240518       0.689347  0.000000   \n",
-      "Stock        0.222157        0.220173    0.161682       0.722015  0.004613   \n",
-      "TAO          0.227241        0.224537    0.175966       0.716726  0.003704   \n",
-      "TODS         0.394147        0.220415    0.347172       0.721711  0.035693   \n",
-      "UCR          0.325796        0.233552    0.207720       0.822399  0.089652   \n",
-      "WSD          0.306651        0.247186    0.271631       0.782270  0.247455   \n",
-      "YAHOO        0.116448        0.102671    0.120984       0.739049  0.085546   \n",
+      "CATSv2       0.582641        0.448478    0.182790       0.701460  0.341284   \n",
+      "Daphnet      0.135329        0.122510    0.410654       0.853042  0.000000   \n",
+      "Exathlon     0.966922        0.833091    0.370746       0.921837  0.036335   \n",
+      "IOPS         0.383563        0.144466    0.224705       0.723195  0.101566   \n",
+      "LTDB         0.887567        0.840719    0.765324       0.931445  0.098900   \n",
+      "MGAB         0.230109        0.214348    0.207277       0.699945  0.155079   \n",
+      "MITDB        0.719607        0.641543    0.596074       0.897181  0.431292   \n",
+      "MSL          0.616006        0.569830    0.512748       0.846334  0.095500   \n",
+      "NAB          0.839362        0.598011    0.507279       0.853790  0.060254   \n",
+      "NEK          0.699140        0.524183    0.501517       0.791963  0.007202   \n",
+      "OPPORTUNITY  0.863916        0.672466    0.367642       0.870361  0.000000   \n",
+      "Power        0.936330        0.816233    0.534211       0.943913  0.182000   \n",
+      "SED          0.862369        0.801097    0.788185       0.984148  0.618184   \n",
+      "SMAP         0.819438        0.747418    0.678533       0.913458  0.573402   \n",
+      "SMD          0.560770        0.363444    0.350613       0.794988  0.243139   \n",
+      "SVDB         0.879554        0.832762    0.687664       0.934782  0.668621   \n",
+      "SWaT         0.895839        0.231329    0.097974       0.693588  0.000000   \n",
+      "Stock        0.176232        0.174802    0.195477       0.679697  0.004248   \n",
+      "TAO          0.196339        0.195179    0.235336       0.679145  0.000000   \n",
+      "TODS         0.508061        0.319482    0.304356       0.747359  0.101172   \n",
+      "UCR          0.651159        0.572068    0.551706       0.894572  0.597121   \n",
+      "WSD          0.232317        0.216102    0.258234       0.798988  0.047427   \n",
+      "YAHOO        0.515550        0.502884    0.528421       0.961424  0.578185   \n",
       "\n",
       "             Precision  \n",
       "group                   \n",
-      "CATSv2        0.953253  \n",
-      "Daphnet       0.735230  \n",
-      "Exathlon      0.899726  \n",
-      "IOPS          0.378220  \n",
-      "LTDB          0.566318  \n",
-      "MGAB          0.117214  \n",
-      "MITDB         0.438817  \n",
-      "MSL           0.427327  \n",
-      "NAB           0.497121  \n",
-      "NEK           0.923173  \n",
-      "OPPORTUNITY   0.711344  \n",
-      "Power         0.000000  \n",
-      "SED           0.000000  \n",
-      "SMAP          0.502204  \n",
-      "SMD           0.494977  \n",
-      "SVDB          0.803476  \n",
+      "CATSv2        0.988454  \n",
+      "Daphnet       0.000000  \n",
+      "Exathlon      0.208799  \n",
+      "IOPS          0.038180  \n",
+      "LTDB          0.825845  \n",
+      "MGAB          0.209933  \n",
+      "MITDB         0.596099  \n",
+      "MSL           0.222222  \n",
+      "NAB           0.287304  \n",
+      "NEK           0.051852  \n",
+      "OPPORTUNITY   0.000000  \n",
+      "Power         0.731903  \n",
+      "SED           0.701657  \n",
+      "SMAP          0.380849  \n",
+      "SMD           0.192253  \n",
+      "SVDB          0.772825  \n",
       "SWaT          0.000000  \n",
-      "Stock         0.221866  \n",
-      "TAO           0.209524  \n",
-      "TODS          0.192152  \n",
-      "UCR           0.065363  \n",
-      "WSD           0.187045  \n",
-      "YAHOO         0.008649  \n"
+      "Stock         0.048097  \n",
+      "TAO           0.000000  \n",
+      "TODS          0.414042  \n",
+      "UCR           0.192280  \n",
+      "WSD           0.022474  \n",
+      "YAHOO         0.051171  \n"
      ]
     }
    ],
@@ -5569,15 +5382,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 280,
+   "execution_count": 297,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Gesamtdauer Training in s: 15347.377, in min: 255.790, in h: 4.263\n",
-      "Durchschnittliches Training pro Datei in s: 38.658\n"
+      "Gesamtdauer Training in s: 20223.059, in min: 337.051, in h: 5.618\n",
+      "Durchschnittliches Training pro Datei in s: 50.940\n"
      ]
     }
    ],
@@ -5596,15 +5409,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 281,
+   "execution_count": 298,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Durchschnittle Gesamt-Performanz des Modells: PCA\n",
-      "Recall: 0.231, Precision: 0.385, F1: 0.442, Auc-Roc: 0.754, Auc-PR: 0.407, Vus-PR: 0.444\n"
+      "Durchschnittle Gesamt-Performanz des Modells: KMeansAD\n",
+      "Recall: 0.291, Precision: 0.225, F1: 0.484, Auc-Roc: 0.816, Auc-PR: 0.444, Vus-PR: 0.489\n"
      ]
     }
    ],
@@ -5623,7 +5436,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 282,
+   "execution_count": 299,
    "metadata": {},
    "outputs": [
     {
@@ -5631,8 +5444,8 @@
      "output_type": "stream",
      "text": [
       "Anzahl an Datensätzen mit Punktanomalien:  55\n",
-      "Durchschnittle Gesamt-Performanz des Modells: PCA\n",
-      "Recall: 0.069, Precision: 0.061, F1: 0.114, Auc-Roc: 0.634, Auc-PR: 0.079, Vus-PR: 0.294\n"
+      "Durchschnittle Gesamt-Performanz des Modells: KMeansAD\n",
+      "Recall: 0.387, Precision: 0.033, F1: 0.490, Auc-Roc: 0.837, Auc-PR: 0.451, Vus-PR: 0.680\n"
      ]
     }
    ],
@@ -5654,42 +5467,42 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 283,
+   "execution_count": 300,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "         duration    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  Standard-F1  \\\n",
-      "group                                                                    \n",
-      "IOPS     5.892610  0.036186  0.679239  0.048169  0.878962     0.076478   \n",
-      "Stock  151.184144  0.148428  0.666535  0.825382  0.936678     0.222413   \n",
-      "TAO     46.371468  0.160428  0.682386  0.805852  0.933586     0.240432   \n",
-      "TODS    16.139283  0.067229  0.547303  0.820717  0.919652     0.116607   \n",
-      "UCR     25.348694  0.000196  0.720206  0.000408  0.733296     0.000391   \n",
-      "WSD      3.536170  0.206655  0.783494  0.124850  0.816281     0.250573   \n",
-      "YAHOO    1.767621  0.060498  0.601940  0.113436  0.642579     0.081954   \n",
+      "        duration    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  Standard-F1  \\\n",
+      "group                                                                   \n",
+      "IOPS   15.135252  0.066886  0.562614  0.202456  0.504275     0.214944   \n",
+      "Stock  98.278090  0.114476  0.571601  0.738198  0.851949     0.176520   \n",
+      "TAO    30.672833  0.121904  0.587761  0.666432  0.812360     0.189882   \n",
+      "TODS   12.534489  0.083989  0.608685  0.857103  0.914199     0.135106   \n",
+      "UCR    49.498811  0.002843  0.913672  0.012483  0.926131     0.005646   \n",
+      "WSD     6.532007  0.003073  0.498428  0.021818  0.505259     0.008179   \n",
+      "YAHOO   1.097494  0.742578  0.988485  0.826036  0.991191     0.772528   \n",
       "\n",
       "          PA-F1  Event-based-F1  R-based-F1  Affiliation-F    Recall  \\\n",
       "group                                                                  \n",
-      "IOPS   0.497767        0.358176    0.327109       0.834586  0.012209   \n",
-      "Stock  0.222157        0.220173    0.161682       0.722015  0.004613   \n",
-      "TAO    0.241168        0.238383    0.188286       0.736066  0.002411   \n",
-      "TODS   0.115623        0.115672    0.241181       0.672346  0.014049   \n",
-      "UCR    0.000376        0.000376    0.002877       0.846869  0.000000   \n",
-      "WSD    0.375558        0.250558    0.194908       0.844472  0.500000   \n",
-      "YAHOO  0.043053        0.043053    0.070339       0.724329  0.087097   \n",
+      "IOPS   0.663613        0.277778    0.556440       0.764635  0.250000   \n",
+      "Stock  0.176232        0.174802    0.195477       0.679697  0.004248   \n",
+      "TAO    0.188255        0.187339    0.269302       0.679696  0.000000   \n",
+      "TODS   0.133984        0.132668    0.224918       0.675307  0.007663   \n",
+      "UCR    0.005497        0.005497    0.028312       0.815726  0.200000   \n",
+      "WSD    0.007609        0.007608    0.059734       0.790594  0.000000   \n",
+      "YAHOO  0.508373        0.508373    0.542289       0.981750  0.635484   \n",
       "\n",
       "       Precision  \n",
       "group             \n",
-      "IOPS    0.034161  \n",
-      "Stock   0.221866  \n",
-      "TAO     0.242857  \n",
-      "TODS    0.087329  \n",
-      "UCR     0.000000  \n",
-      "WSD     0.046154  \n",
-      "YAHOO   0.006539  \n"
+      "IOPS    0.005952  \n",
+      "Stock   0.048097  \n",
+      "TAO     0.000000  \n",
+      "TODS    0.188889  \n",
+      "UCR     0.001399  \n",
+      "WSD     0.000000  \n",
+      "YAHOO   0.023980  \n"
      ]
     }
    ],
@@ -5701,7 +5514,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 284,
+   "execution_count": 301,
    "metadata": {},
    "outputs": [
     {
@@ -5709,8 +5522,8 @@
      "output_type": "stream",
      "text": [
       "Anzahl an Datensätzen mit Sequenzanomalien:  158\n",
-      "Durchschnittle Gesamt-Performanz des Modells: PCA\n",
-      "Recall: 0.251, Precision: 0.570, F1: 0.578, Auc-Roc: 0.793, Auc-PR: 0.553, Vus-PR: 0.545\n"
+      "Durchschnittle Gesamt-Performanz des Modells: KMeansAD\n",
+      "Recall: 0.173, Precision: 0.295, F1: 0.496, Auc-Roc: 0.809, Auc-PR: 0.449, Vus-PR: 0.465\n"
      ]
     }
    ],
@@ -5732,81 +5545,81 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 285,
+   "execution_count": 302,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "               duration    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  Standard-F1  \\\n",
-      "group                                                                          \n",
-      "CATSv2       106.550896  0.474705  0.674971  0.232417  0.618645     0.591811   \n",
-      "Daphnet       11.832675  0.468647  0.832345  0.441568  0.852373     0.565157   \n",
-      "Exathlon       9.901067  0.958102  0.993371  0.959173  0.993846     0.963558   \n",
-      "IOPS           5.111067  0.549216  0.856325  0.422834  0.937451     0.560740   \n",
-      "LTDB         128.248371  0.489411  0.665304  0.534873  0.692622     0.527493   \n",
-      "MGAB          27.924807  0.027123  0.558247  0.005551  0.628323     0.064117   \n",
-      "MITDB        904.333506  0.377853  0.675760  0.323526  0.722272     0.444612   \n",
-      "MSL            3.837384  0.475464  0.693753  0.492975  0.748618     0.519038   \n",
-      "NAB            2.739334  0.439685  0.734665  0.474780  0.747435     0.468148   \n",
-      "NEK            0.952780  0.849600  0.980380  0.880822  0.982907     0.845689   \n",
-      "OPPORTUNITY    4.282902  0.968964  0.998986  0.966351  0.999021     0.946304   \n",
-      "Power         19.380862  0.078866  0.482809  0.079616  0.485580     0.169943   \n",
-      "SED           16.787120  0.020994  0.013643  0.030270  0.079736     0.078854   \n",
-      "SMAP           1.904669  0.887517  0.957020  0.951739  0.989728     0.918667   \n",
-      "SMD            5.352997  0.459753  0.839087  0.423162  0.809991     0.451325   \n",
-      "SVDB          92.261137  0.541451  0.785465  0.508621  0.838492     0.583690   \n",
-      "SWaT         572.165303  0.756700  0.847345  0.375512  0.584158     0.790788   \n",
-      "TODS           5.968309  0.149989  0.542558  0.342464  0.655832     0.255428   \n",
-      "WSD            5.556650  0.099717  0.652215  0.067564  0.649701     0.121957   \n",
-      "YAHOO          0.942941  0.690088  0.936969  0.568333  0.890046     0.720918   \n",
+      "                duration    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  Standard-F1  \\\n",
+      "group                                                                           \n",
+      "CATSv2        307.078534  0.455611  0.742421  0.229268  0.727466     0.508232   \n",
+      "Daphnet        24.851474  0.036445  0.194622  0.039747  0.193096     0.122599   \n",
+      "Exathlon       21.128377  0.617690  0.868981  0.618051  0.871158     0.636368   \n",
+      "IOPS           12.694904  0.061431  0.659810  0.112229  0.662479     0.153402   \n",
+      "LTDB          106.534284  0.765819  0.912405  0.835553  0.934052     0.761091   \n",
+      "MGAB           32.495567  0.085299  0.674334  0.036645  0.678762     0.205791   \n",
+      "MITDB        1208.714010  0.583808  0.917023  0.590892  0.947550     0.579253   \n",
+      "MSL             2.334226  0.288743  0.794117  0.405174  0.838578     0.414725   \n",
+      "NAB             3.261291  0.230029  0.567420  0.272775  0.623831     0.323466   \n",
+      "NEK             0.907902  0.331911  0.730332  0.298379  0.660794     0.446367   \n",
+      "OPPORTUNITY     7.353610  0.276125  0.711468  0.255118  0.663732     0.381819   \n",
+      "Power          15.362613  0.507629  0.792101  0.524166  0.818316     0.582336   \n",
+      "SED            10.151575  0.710575  0.988984  0.895291  0.996172     0.761487   \n",
+      "SMAP            2.261161  0.928300  0.994161  0.946525  0.996517     0.885236   \n",
+      "SMD             8.743210  0.095816  0.666108  0.092843  0.650720     0.167668   \n",
+      "SVDB          111.883112  0.799099  0.976505  0.804472  0.979931     0.763035   \n",
+      "SWaT          765.583806  0.111152  0.302881  0.111519  0.300257     0.239297   \n",
+      "TODS            4.916622  0.592072  0.920146  0.689051  0.908227     0.588959   \n",
+      "WSD             6.459328  0.253831  0.885353  0.293116  0.900554     0.330936   \n",
+      "YAHOO           1.006171  0.462352  0.783747  0.477510  0.743256     0.613063   \n",
       "\n",
       "                PA-F1  Event-based-F1  R-based-F1  Affiliation-F    Recall  \\\n",
       "group                                                                        \n",
-      "CATSv2       0.608925        0.408976    0.511750       0.697208  0.337568   \n",
-      "Daphnet      0.760456        0.642298    0.601463       0.915932  0.291414   \n",
-      "Exathlon     0.999433        0.992889    0.782609       0.996357  0.227406   \n",
-      "IOPS         0.671215        0.547678    0.489015       0.874944  0.598639   \n",
-      "LTDB         0.717279        0.655744    0.562085       0.834697  0.043424   \n",
-      "MGAB         0.184219        0.142059    0.125153       0.674871  0.018889   \n",
-      "MITDB        0.639836        0.551255    0.465865       0.852770  0.249054   \n",
-      "MSL          0.701344        0.642017    0.527633       0.837061  0.130117   \n",
-      "NAB          0.879834        0.832993    0.535925       0.903258  0.036252   \n",
-      "NEK          0.853754        0.827973    0.832054       0.964089  0.474690   \n",
-      "OPPORTUNITY  0.988354        0.971928    0.916063       0.997677  0.845268   \n",
-      "Power        0.507786        0.292398    0.205966       0.701705  0.000000   \n",
-      "SED          0.079247        0.078751    0.328210       0.669538  0.000000   \n",
-      "SMAP         0.965823        0.963415    0.925801       0.998451  0.867659   \n",
-      "SMD          0.654305        0.539771    0.477002       0.835852  0.300823   \n",
-      "SVDB         0.832638        0.758851    0.520892       0.897550  0.336272   \n",
-      "SWaT         0.852628        0.442757    0.240518       0.689347  0.000000   \n",
-      "TODS         0.428365        0.328666    0.404606       0.782801  0.046739   \n",
-      "WSD          0.134934        0.096583    0.169440       0.711659  0.076157   \n",
-      "YAHOO        0.784897        0.647345    0.528338       0.845923  0.000000   \n",
+      "CATSv2       0.582641        0.448478    0.182790       0.701460  0.341284   \n",
+      "Daphnet      0.135329        0.122510    0.410654       0.853042  0.000000   \n",
+      "Exathlon     0.966922        0.833091    0.370746       0.921837  0.036335   \n",
+      "IOPS         0.228601        0.148071    0.324599       0.819541  0.333333   \n",
+      "LTDB         0.887567        0.840719    0.765324       0.931445  0.098900   \n",
+      "MGAB         0.230109        0.214348    0.207277       0.699945  0.155079   \n",
+      "MITDB        0.719607        0.641543    0.596074       0.897181  0.431292   \n",
+      "MSL          0.715319        0.607796    0.469435       0.873881  0.000000   \n",
+      "NAB          0.754372        0.401980    0.458082       0.779882  0.017828   \n",
+      "NEK          0.718872        0.448877    0.453006       0.755612  0.016204   \n",
+      "OPPORTUNITY  0.847199        0.606326    0.372790       0.849089  0.000000   \n",
+      "Power        0.936330        0.816233    0.534211       0.943913  0.182000   \n",
+      "SED          0.862369        0.801097    0.788185       0.984148  0.618184   \n",
+      "SMAP         1.000000        1.000000    0.870239       0.998380  0.839552   \n",
+      "SMD          0.369273        0.213798    0.250627       0.751706  0.062760   \n",
+      "SVDB         0.873215        0.823960    0.672185       0.931350  0.651180   \n",
+      "SWaT         0.895839        0.231329    0.097974       0.693588  0.000000   \n",
+      "TODS         0.662833        0.494949    0.451426       0.852065  0.051307   \n",
+      "WSD          0.370943        0.358937    0.381220       0.852767  0.084690   \n",
+      "YAHOO        0.699840        0.546452    0.448132       0.844334  0.120000   \n",
       "\n",
       "             Precision  \n",
       "group                   \n",
-      "CATSv2        0.953253  \n",
-      "Daphnet       0.735230  \n",
-      "Exathlon      0.899726  \n",
-      "IOPS          0.350711  \n",
-      "LTDB          0.566318  \n",
-      "MGAB          0.117214  \n",
-      "MITDB         0.438817  \n",
-      "MSL           0.333333  \n",
-      "NAB           0.425489  \n",
-      "NEK           0.864583  \n",
-      "OPPORTUNITY   0.933047  \n",
-      "Power         0.000000  \n",
-      "SED           0.000000  \n",
-      "SMAP          0.922727  \n",
-      "SMD           0.458520  \n",
-      "SVDB          0.811372  \n",
+      "CATSv2        0.988454  \n",
+      "Daphnet       0.000000  \n",
+      "Exathlon      0.208799  \n",
+      "IOPS          0.007819  \n",
+      "LTDB          0.825845  \n",
+      "MGAB          0.209933  \n",
+      "MITDB         0.596099  \n",
+      "MSL           0.000000  \n",
+      "NAB           0.109195  \n",
+      "NEK           0.116667  \n",
+      "OPPORTUNITY   0.000000  \n",
+      "Power         0.731903  \n",
+      "SED           0.701657  \n",
+      "SMAP          0.787500  \n",
+      "SMD           0.098762  \n",
+      "SVDB          0.783297  \n",
       "SWaT          0.000000  \n",
-      "TODS          0.290621  \n",
-      "WSD           0.126553  \n",
-      "YAHOO         0.000000  \n"
+      "TODS          0.150383  \n",
+      "WSD           0.040132  \n",
+      "YAHOO         0.321429  \n"
      ]
     }
    ],
@@ -5825,7 +5638,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 286,
+   "execution_count": 303,
    "metadata": {},
    "outputs": [
     {
@@ -5869,210 +5682,210 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>CATSv2</th>\n",
-       "      <td>0.474705</td>\n",
-       "      <td>0.674971</td>\n",
-       "      <td>0.232417</td>\n",
-       "      <td>0.591811</td>\n",
-       "      <td>0.337568</td>\n",
-       "      <td>0.953253</td>\n",
+       "      <td>0.455611</td>\n",
+       "      <td>0.742421</td>\n",
+       "      <td>0.229268</td>\n",
+       "      <td>0.508232</td>\n",
+       "      <td>0.341284</td>\n",
+       "      <td>0.988454</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Daphnet</th>\n",
-       "      <td>0.468647</td>\n",
-       "      <td>0.832345</td>\n",
-       "      <td>0.441568</td>\n",
-       "      <td>0.565157</td>\n",
-       "      <td>0.291414</td>\n",
-       "      <td>0.735230</td>\n",
+       "      <td>0.036445</td>\n",
+       "      <td>0.194622</td>\n",
+       "      <td>0.039747</td>\n",
+       "      <td>0.122599</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Exathlon</th>\n",
-       "      <td>0.958102</td>\n",
-       "      <td>0.993371</td>\n",
-       "      <td>0.959173</td>\n",
-       "      <td>0.963558</td>\n",
-       "      <td>0.227406</td>\n",
-       "      <td>0.899726</td>\n",
+       "      <td>0.617690</td>\n",
+       "      <td>0.868981</td>\n",
+       "      <td>0.618051</td>\n",
+       "      <td>0.636368</td>\n",
+       "      <td>0.036335</td>\n",
+       "      <td>0.208799</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>IOPS</th>\n",
-       "      <td>0.372849</td>\n",
-       "      <td>0.836747</td>\n",
-       "      <td>0.260372</td>\n",
-       "      <td>0.409802</td>\n",
-       "      <td>0.360211</td>\n",
-       "      <td>0.378220</td>\n",
+       "      <td>0.068715</td>\n",
+       "      <td>0.598993</td>\n",
+       "      <td>0.107988</td>\n",
+       "      <td>0.143314</td>\n",
+       "      <td>0.101566</td>\n",
+       "      <td>0.038180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>LTDB</th>\n",
-       "      <td>0.489411</td>\n",
-       "      <td>0.665304</td>\n",
-       "      <td>0.534873</td>\n",
-       "      <td>0.527493</td>\n",
-       "      <td>0.043424</td>\n",
-       "      <td>0.566318</td>\n",
+       "      <td>0.765819</td>\n",
+       "      <td>0.912405</td>\n",
+       "      <td>0.835553</td>\n",
+       "      <td>0.761091</td>\n",
+       "      <td>0.098900</td>\n",
+       "      <td>0.825845</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>MGAB</th>\n",
-       "      <td>0.027123</td>\n",
-       "      <td>0.558247</td>\n",
-       "      <td>0.005551</td>\n",
-       "      <td>0.064117</td>\n",
-       "      <td>0.018889</td>\n",
-       "      <td>0.117214</td>\n",
+       "      <td>0.085299</td>\n",
+       "      <td>0.674334</td>\n",
+       "      <td>0.036645</td>\n",
+       "      <td>0.205791</td>\n",
+       "      <td>0.155079</td>\n",
+       "      <td>0.209933</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>MITDB</th>\n",
-       "      <td>0.377853</td>\n",
-       "      <td>0.675760</td>\n",
-       "      <td>0.323526</td>\n",
-       "      <td>0.444612</td>\n",
-       "      <td>0.249054</td>\n",
-       "      <td>0.438817</td>\n",
+       "      <td>0.583808</td>\n",
+       "      <td>0.917023</td>\n",
+       "      <td>0.590892</td>\n",
+       "      <td>0.579253</td>\n",
+       "      <td>0.431292</td>\n",
+       "      <td>0.596099</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>MSL</th>\n",
-       "      <td>0.493320</td>\n",
-       "      <td>0.753859</td>\n",
-       "      <td>0.523310</td>\n",
-       "      <td>0.546533</td>\n",
-       "      <td>0.354351</td>\n",
-       "      <td>0.427327</td>\n",
+       "      <td>0.371438</td>\n",
+       "      <td>0.693813</td>\n",
+       "      <td>0.441543</td>\n",
+       "      <td>0.438195</td>\n",
+       "      <td>0.095500</td>\n",
+       "      <td>0.222222</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>NAB</th>\n",
-       "      <td>0.486528</td>\n",
-       "      <td>0.709936</td>\n",
-       "      <td>0.511398</td>\n",
-       "      <td>0.533422</td>\n",
-       "      <td>0.133190</td>\n",
-       "      <td>0.497121</td>\n",
+       "      <td>0.401505</td>\n",
+       "      <td>0.657167</td>\n",
+       "      <td>0.427477</td>\n",
+       "      <td>0.463260</td>\n",
+       "      <td>0.060254</td>\n",
+       "      <td>0.287304</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>NEK</th>\n",
-       "      <td>0.891733</td>\n",
-       "      <td>0.986856</td>\n",
-       "      <td>0.929171</td>\n",
-       "      <td>0.879233</td>\n",
-       "      <td>0.493302</td>\n",
-       "      <td>0.923173</td>\n",
+       "      <td>0.346973</td>\n",
+       "      <td>0.738966</td>\n",
+       "      <td>0.317927</td>\n",
+       "      <td>0.437499</td>\n",
+       "      <td>0.007202</td>\n",
+       "      <td>0.051852</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>OPPORTUNITY</th>\n",
-       "      <td>0.923192</td>\n",
-       "      <td>0.963782</td>\n",
-       "      <td>0.924516</td>\n",
-       "      <td>0.918166</td>\n",
-       "      <td>0.594777</td>\n",
-       "      <td>0.711344</td>\n",
+       "      <td>0.365381</td>\n",
+       "      <td>0.727247</td>\n",
+       "      <td>0.351828</td>\n",
+       "      <td>0.447864</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Power</th>\n",
-       "      <td>0.078866</td>\n",
-       "      <td>0.482809</td>\n",
-       "      <td>0.079616</td>\n",
-       "      <td>0.169943</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.507629</td>\n",
+       "      <td>0.792101</td>\n",
+       "      <td>0.524166</td>\n",
+       "      <td>0.582336</td>\n",
+       "      <td>0.182000</td>\n",
+       "      <td>0.731903</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SED</th>\n",
-       "      <td>0.020994</td>\n",
-       "      <td>0.013643</td>\n",
-       "      <td>0.030270</td>\n",
-       "      <td>0.078854</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.710575</td>\n",
+       "      <td>0.988984</td>\n",
+       "      <td>0.895291</td>\n",
+       "      <td>0.761487</td>\n",
+       "      <td>0.618184</td>\n",
+       "      <td>0.701657</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SMAP</th>\n",
-       "      <td>0.484416</td>\n",
-       "      <td>0.799270</td>\n",
-       "      <td>0.566842</td>\n",
-       "      <td>0.557342</td>\n",
-       "      <td>0.436525</td>\n",
-       "      <td>0.502204</td>\n",
+       "      <td>0.648913</td>\n",
+       "      <td>0.858690</td>\n",
+       "      <td>0.657738</td>\n",
+       "      <td>0.656722</td>\n",
+       "      <td>0.573402</td>\n",
+       "      <td>0.380849</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SMD</th>\n",
-       "      <td>0.495851</td>\n",
-       "      <td>0.859204</td>\n",
-       "      <td>0.467257</td>\n",
-       "      <td>0.518748</td>\n",
-       "      <td>0.393399</td>\n",
-       "      <td>0.494977</td>\n",
+       "      <td>0.260908</td>\n",
+       "      <td>0.765814</td>\n",
+       "      <td>0.254537</td>\n",
+       "      <td>0.307201</td>\n",
+       "      <td>0.243139</td>\n",
+       "      <td>0.192253</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SVDB</th>\n",
-       "      <td>0.558896</td>\n",
-       "      <td>0.795919</td>\n",
-       "      <td>0.523984</td>\n",
-       "      <td>0.598146</td>\n",
-       "      <td>0.360878</td>\n",
-       "      <td>0.803476</td>\n",
+       "      <td>0.809036</td>\n",
+       "      <td>0.977679</td>\n",
+       "      <td>0.811385</td>\n",
+       "      <td>0.773835</td>\n",
+       "      <td>0.668621</td>\n",
+       "      <td>0.772825</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SWaT</th>\n",
-       "      <td>0.756700</td>\n",
-       "      <td>0.847345</td>\n",
-       "      <td>0.375512</td>\n",
-       "      <td>0.790788</td>\n",
+       "      <td>0.111152</td>\n",
+       "      <td>0.302881</td>\n",
+       "      <td>0.111519</td>\n",
+       "      <td>0.239297</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Stock</th>\n",
-       "      <td>0.148428</td>\n",
-       "      <td>0.666535</td>\n",
-       "      <td>0.825382</td>\n",
-       "      <td>0.222413</td>\n",
-       "      <td>0.004613</td>\n",
-       "      <td>0.221866</td>\n",
+       "      <td>0.114476</td>\n",
+       "      <td>0.571601</td>\n",
+       "      <td>0.738198</td>\n",
+       "      <td>0.176520</td>\n",
+       "      <td>0.004248</td>\n",
+       "      <td>0.048097</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>TAO</th>\n",
-       "      <td>0.149144</td>\n",
-       "      <td>0.650314</td>\n",
-       "      <td>0.840276</td>\n",
-       "      <td>0.226330</td>\n",
-       "      <td>0.003704</td>\n",
-       "      <td>0.209524</td>\n",
+       "      <td>0.129147</td>\n",
+       "      <td>0.596103</td>\n",
+       "      <td>0.747945</td>\n",
+       "      <td>0.197877</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>TODS</th>\n",
-       "      <td>0.124321</td>\n",
-       "      <td>0.553633</td>\n",
-       "      <td>0.552877</td>\n",
-       "      <td>0.215220</td>\n",
-       "      <td>0.035693</td>\n",
-       "      <td>0.192152</td>\n",
+       "      <td>0.448703</td>\n",
+       "      <td>0.812683</td>\n",
+       "      <td>0.739257</td>\n",
+       "      <td>0.472138</td>\n",
+       "      <td>0.101172</td>\n",
+       "      <td>0.414042</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>UCR</th>\n",
-       "      <td>0.138533</td>\n",
-       "      <td>0.653279</td>\n",
-       "      <td>0.152678</td>\n",
-       "      <td>0.173614</td>\n",
-       "      <td>0.089652</td>\n",
-       "      <td>0.065363</td>\n",
+       "      <td>0.487206</td>\n",
+       "      <td>0.919678</td>\n",
+       "      <td>0.486822</td>\n",
+       "      <td>0.512235</td>\n",
+       "      <td>0.597121</td>\n",
+       "      <td>0.192280</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>WSD</th>\n",
-       "      <td>0.216542</td>\n",
-       "      <td>0.757291</td>\n",
-       "      <td>0.155366</td>\n",
-       "      <td>0.246170</td>\n",
-       "      <td>0.247455</td>\n",
-       "      <td>0.187045</td>\n",
+       "      <td>0.146372</td>\n",
+       "      <td>0.771275</td>\n",
+       "      <td>0.173060</td>\n",
+       "      <td>0.199692</td>\n",
+       "      <td>0.047427</td>\n",
+       "      <td>0.022474</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>YAHOO</th>\n",
-       "      <td>0.117107</td>\n",
-       "      <td>0.641042</td>\n",
-       "      <td>0.163729</td>\n",
-       "      <td>0.143722</td>\n",
-       "      <td>0.085546</td>\n",
-       "      <td>0.008649</td>\n",
+       "      <td>0.699444</td>\n",
+       "      <td>0.968785</td>\n",
+       "      <td>0.781824</td>\n",
+       "      <td>0.741799</td>\n",
+       "      <td>0.578185</td>\n",
+       "      <td>0.051171</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -6081,32 +5894,32 @@
       "text/plain": [
        "               AUC-PR   AUC-ROC    VUS-PR  Standard-F1    Recall  Precision\n",
        "group                                                                      \n",
-       "CATSv2       0.474705  0.674971  0.232417     0.591811  0.337568   0.953253\n",
-       "Daphnet      0.468647  0.832345  0.441568     0.565157  0.291414   0.735230\n",
-       "Exathlon     0.958102  0.993371  0.959173     0.963558  0.227406   0.899726\n",
-       "IOPS         0.372849  0.836747  0.260372     0.409802  0.360211   0.378220\n",
-       "LTDB         0.489411  0.665304  0.534873     0.527493  0.043424   0.566318\n",
-       "MGAB         0.027123  0.558247  0.005551     0.064117  0.018889   0.117214\n",
-       "MITDB        0.377853  0.675760  0.323526     0.444612  0.249054   0.438817\n",
-       "MSL          0.493320  0.753859  0.523310     0.546533  0.354351   0.427327\n",
-       "NAB          0.486528  0.709936  0.511398     0.533422  0.133190   0.497121\n",
-       "NEK          0.891733  0.986856  0.929171     0.879233  0.493302   0.923173\n",
-       "OPPORTUNITY  0.923192  0.963782  0.924516     0.918166  0.594777   0.711344\n",
-       "Power        0.078866  0.482809  0.079616     0.169943  0.000000   0.000000\n",
-       "SED          0.020994  0.013643  0.030270     0.078854  0.000000   0.000000\n",
-       "SMAP         0.484416  0.799270  0.566842     0.557342  0.436525   0.502204\n",
-       "SMD          0.495851  0.859204  0.467257     0.518748  0.393399   0.494977\n",
-       "SVDB         0.558896  0.795919  0.523984     0.598146  0.360878   0.803476\n",
-       "SWaT         0.756700  0.847345  0.375512     0.790788  0.000000   0.000000\n",
-       "Stock        0.148428  0.666535  0.825382     0.222413  0.004613   0.221866\n",
-       "TAO          0.149144  0.650314  0.840276     0.226330  0.003704   0.209524\n",
-       "TODS         0.124321  0.553633  0.552877     0.215220  0.035693   0.192152\n",
-       "UCR          0.138533  0.653279  0.152678     0.173614  0.089652   0.065363\n",
-       "WSD          0.216542  0.757291  0.155366     0.246170  0.247455   0.187045\n",
-       "YAHOO        0.117107  0.641042  0.163729     0.143722  0.085546   0.008649"
+       "CATSv2       0.455611  0.742421  0.229268     0.508232  0.341284   0.988454\n",
+       "Daphnet      0.036445  0.194622  0.039747     0.122599  0.000000   0.000000\n",
+       "Exathlon     0.617690  0.868981  0.618051     0.636368  0.036335   0.208799\n",
+       "IOPS         0.068715  0.598993  0.107988     0.143314  0.101566   0.038180\n",
+       "LTDB         0.765819  0.912405  0.835553     0.761091  0.098900   0.825845\n",
+       "MGAB         0.085299  0.674334  0.036645     0.205791  0.155079   0.209933\n",
+       "MITDB        0.583808  0.917023  0.590892     0.579253  0.431292   0.596099\n",
+       "MSL          0.371438  0.693813  0.441543     0.438195  0.095500   0.222222\n",
+       "NAB          0.401505  0.657167  0.427477     0.463260  0.060254   0.287304\n",
+       "NEK          0.346973  0.738966  0.317927     0.437499  0.007202   0.051852\n",
+       "OPPORTUNITY  0.365381  0.727247  0.351828     0.447864  0.000000   0.000000\n",
+       "Power        0.507629  0.792101  0.524166     0.582336  0.182000   0.731903\n",
+       "SED          0.710575  0.988984  0.895291     0.761487  0.618184   0.701657\n",
+       "SMAP         0.648913  0.858690  0.657738     0.656722  0.573402   0.380849\n",
+       "SMD          0.260908  0.765814  0.254537     0.307201  0.243139   0.192253\n",
+       "SVDB         0.809036  0.977679  0.811385     0.773835  0.668621   0.772825\n",
+       "SWaT         0.111152  0.302881  0.111519     0.239297  0.000000   0.000000\n",
+       "Stock        0.114476  0.571601  0.738198     0.176520  0.004248   0.048097\n",
+       "TAO          0.129147  0.596103  0.747945     0.197877  0.000000   0.000000\n",
+       "TODS         0.448703  0.812683  0.739257     0.472138  0.101172   0.414042\n",
+       "UCR          0.487206  0.919678  0.486822     0.512235  0.597121   0.192280\n",
+       "WSD          0.146372  0.771275  0.173060     0.199692  0.047427   0.022474\n",
+       "YAHOO        0.699444  0.968785  0.781824     0.741799  0.578185   0.051171"
       ]
      },
-     "execution_count": 286,
+     "execution_count": 303,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6119,40 +5932,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 287,
+   "execution_count": 304,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "group\n",
-       "SED            0.020994\n",
-       "MGAB           0.027123\n",
-       "Power          0.078866\n",
-       "YAHOO          0.117107\n",
-       "TODS           0.124321\n",
-       "UCR            0.138533\n",
-       "Stock          0.148428\n",
-       "TAO            0.149144\n",
-       "WSD            0.216542\n",
-       "IOPS           0.372849\n",
-       "MITDB          0.377853\n",
-       "Daphnet        0.468647\n",
-       "CATSv2         0.474705\n",
-       "SMAP           0.484416\n",
-       "NAB            0.486528\n",
-       "LTDB           0.489411\n",
-       "MSL            0.493320\n",
-       "SMD            0.495851\n",
-       "SVDB           0.558896\n",
-       "SWaT           0.756700\n",
-       "NEK            0.891733\n",
-       "OPPORTUNITY    0.923192\n",
-       "Exathlon       0.958102\n",
+       "Daphnet        0.036445\n",
+       "IOPS           0.068715\n",
+       "MGAB           0.085299\n",
+       "SWaT           0.111152\n",
+       "Stock          0.114476\n",
+       "TAO            0.129147\n",
+       "WSD            0.146372\n",
+       "SMD            0.260908\n",
+       "NEK            0.346973\n",
+       "OPPORTUNITY    0.365381\n",
+       "MSL            0.371438\n",
+       "NAB            0.401505\n",
+       "TODS           0.448703\n",
+       "CATSv2         0.455611\n",
+       "UCR            0.487206\n",
+       "Power          0.507629\n",
+       "MITDB          0.583808\n",
+       "Exathlon       0.617690\n",
+       "SMAP           0.648913\n",
+       "YAHOO          0.699444\n",
+       "SED            0.710575\n",
+       "LTDB           0.765819\n",
+       "SVDB           0.809036\n",
        "Name: AUC-PR, dtype: float64"
       ]
      },
-     "execution_count": 287,
+     "execution_count": 304,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6164,40 +5977,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 288,
+   "execution_count": 305,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "group\n",
-       "MGAB           0.005551\n",
-       "SED            0.030270\n",
-       "Power          0.079616\n",
-       "UCR            0.152678\n",
-       "WSD            0.155366\n",
-       "YAHOO          0.163729\n",
-       "CATSv2         0.232417\n",
-       "IOPS           0.260372\n",
-       "MITDB          0.323526\n",
-       "SWaT           0.375512\n",
-       "Daphnet        0.441568\n",
-       "SMD            0.467257\n",
-       "NAB            0.511398\n",
-       "MSL            0.523310\n",
-       "SVDB           0.523984\n",
-       "LTDB           0.534873\n",
-       "TODS           0.552877\n",
-       "SMAP           0.566842\n",
-       "Stock          0.825382\n",
-       "TAO            0.840276\n",
-       "OPPORTUNITY    0.924516\n",
-       "NEK            0.929171\n",
-       "Exathlon       0.959173\n",
+       "MGAB           0.036645\n",
+       "Daphnet        0.039747\n",
+       "IOPS           0.107988\n",
+       "SWaT           0.111519\n",
+       "WSD            0.173060\n",
+       "CATSv2         0.229268\n",
+       "SMD            0.254537\n",
+       "NEK            0.317927\n",
+       "OPPORTUNITY    0.351828\n",
+       "NAB            0.427477\n",
+       "MSL            0.441543\n",
+       "UCR            0.486822\n",
+       "Power          0.524166\n",
+       "MITDB          0.590892\n",
+       "Exathlon       0.618051\n",
+       "SMAP           0.657738\n",
+       "Stock          0.738198\n",
+       "TODS           0.739257\n",
+       "TAO            0.747945\n",
+       "YAHOO          0.781824\n",
+       "SVDB           0.811385\n",
+       "LTDB           0.835553\n",
+       "SED            0.895291\n",
        "Name: VUS-PR, dtype: float64"
       ]
      },
-     "execution_count": 288,
+     "execution_count": 305,
      "metadata": {},
      "output_type": "execute_result"
     }
-- 
GitLab